From 6784d81c2c6d3bf4c070eb1ebe9f8b18fc129ca5 Mon Sep 17 00:00:00 2001
From: jlimolina <joseluisinfantesmolina@gmail.com>
Date: Tue, 13 Jan 2026 13:39:51 +0100
Subject: [PATCH] Initial clean commit

---
 .dockerignore                              |   10 +
 .env.example                               |   63 ++
 .env.secure.example                        |  117 +++
 .gitignore                                 |   64 ++
 DEPLOY.md                                  |   54 +
 Dockerfile                                 |   67 ++
 Dockerfile.replica                         |   12 +
 Dockerfile.url_worker                      |   29 +
 QDRANT_SETUP.md                            |  257 +++++
 README.md                                  |  155 +++
 SECURITY_AUDIT.md                          |  201 ++++
 SECURITY_GUIDE.md                          |  383 +++++++
 app.py                                     |   65 ++
 cache.py                                   |  177 ++++
 config.py                                  |   69 ++
 db.py                                      |   76 ++
 docker-compose.yml                         |  790 +++++++++++++++
 docs/FEED_DISCOVERY.md                     |  391 ++++++++
 docs/PARRILLAS_VIDEOS.md                   |  223 +++++
 docs/PROCESO_COMPLETO_FEEDS.md             |  426 ++++++++
 entity_config.json                         |  262 +++++
 generar_videos_noticias.py                 |  369 +++++++
 generate_secure_credentials.sh             |  190 ++++
 gunicorn_config.py                         |   74 ++
 init-replica/init-replica.sh               |   53 +
 migrate_to_secure.sh                       |  119 +++
 models/__init__.py                         |    3 +
 models/categorias.py                       |    9 +
 models/describe.txt                        |  337 +++++++
 models/feeds.py                            |   24 +
 models/noticias.py                         |  282 ++++++
 models/paises.py                           |    9 +
 models/traducciones.py                     |   16 +
 monitoring/prometheus.yml                  |   21 +
 nginx.conf                                 |  112 +++
 requirements.txt                           |   33 +
 reset_and_deploy.sh                        |   14 +
 routers/__init__.py                        |    3 +
 routers/account.py                         |  267 +++++
 routers/auth.py                            |  203 ++++
 routers/backup.py                          |  353 +++++++
 routers/config.py                          |  216 ++++
 routers/conflicts.py                       |  141 +++
 routers/describe.txt                       |  494 +++++++++
 routers/favoritos.py                       |  203 ++++
 routers/feeds.py                           |  428 ++++++++
 routers/home.py                            |  294 ++++++
 routers/noticia.py                         |  116 +++
 routers/notifications.py                   |   44 +
 routers/parrillas.py                       |  325 ++++++
 routers/pdf.py                             |   88 ++
 routers/resumen.py                         |   76 ++
 routers/rss.py                             |  186 ++++
 routers/search.py                          |  257 +++++
 routers/stats.py                           |  911 +++++++++++++++++
 routers/topics.py                          |   81 ++
 routers/traducciones.py                    |   59 ++
 routers/urls.py                            |   81 ++
 rss-ingestor-go/Dockerfile                 |   28 +
 rss-ingestor-go/go.mod                     |    8 +
 rss-ingestor-go/main.go                    |  458 +++++++++
 rss-web-go/Dockerfile                      |   27 +
 rss-web-go/go.mod                          |    9 +
 rss-web-go/main.go                         |  108 ++
 scheduler.py                               |   87 ++
 scripts/clean_unk_tokens.py                |   67 ++
 scripts/convert_model.sh                   |   39 +
 scripts/crear_parrillas_ejemplo.sh         |   77 ++
 scripts/diagnose_rss.py                    |   64 ++
 scripts/download_models.py                 |   99 ++
 scripts/fix_html_entities.py               |   71 ++
 scripts/fix_html_recursive.py              |   92 ++
 scripts/migrate_to_qdrant.py               |  244 +++++
 scripts/precache_entities.py               |   70 ++
 scripts/recover_system.py                  |   44 +
 scripts/test_qdrant_connection.py          |   95 ++
 scripts/verify_connectivity.py             |   54 +
 start_docker.sh                            |   39 +
 static/placeholder.svg                     |    7 +
 static/style.css                           | 1043 ++++++++++++++++++++
 static/uploads/avatars/user_1_0736791a.jpg |  Bin 0 -> 103368 bytes
 templates/_feeds_table.html                |  128 +++
 templates/_noticias_list.html              |   79 ++
 templates/account.html                     |  183 ++++
 templates/add_feed.html                    |  102 ++
 templates/add_feeds.html                   |   57 ++
 templates/add_url.html                     |   59 ++
 templates/add_url_source.html              |   74 ++
 templates/base.html                        |  448 +++++++++
 templates/config.html                      |  452 +++++++++
 templates/config_restore.html              |  160 +++
 templates/config_translator.html           |  187 ++++
 templates/conflict_timeline.html           |  163 +++
 templates/conflicts_list.html              |  118 +++
 templates/dashboard.html                   |  144 +++
 templates/discover_feeds.html              |  409 ++++++++
 templates/edit_feed.html                   |   87 ++
 templates/edit_url_source.html             |   48 +
 templates/favoritos.html                   |  114 +++
 templates/feeds_list.html                  |  151 +++
 templates/index.html                       |  138 +++
 templates/login.html                       |   33 +
 templates/monitor_detail.html              |  143 +++
 templates/monitor_list.html                |  111 +++
 templates/noticia.html                     |  316 ++++++
 templates/noticias.html                    |  550 +++++++++++
 templates/parrillas/detail.html            |  271 +++++
 templates/parrillas/form.html              |  237 +++++
 templates/parrillas/index.html             |  245 +++++
 templates/pdf_template.html                |   91 ++
 templates/register.html                    |   50 +
 templates/restore_completo.html            |   42 +
 templates/restore_feeds.html               |   20 +
 templates/restore_urls.html                |   16 +
 templates/resumen.html                     |  156 +++
 templates/scrape_url.html                  |   22 +
 templates/search_history.html              |   82 ++
 templates/stats.html                       |  729 ++++++++++++++
 templates/stats_entities.html              |  697 +++++++++++++
 templates/traducciones.html                |  109 ++
 templates/urls_list.html                   |   79 ++
 translation_ops.py                         |  109 ++
 utils/__init__.py                          |    7 +
 utils/auth.py                              |  146 +++
 utils/feed_analysis.py                     |  285 ++++++
 utils/feed_discovery.py                    |  263 +++++
 utils/helpers.py                           |  212 ++++
 utils/qdrant_search.py                     |  197 ++++
 utils/wiki.py                              |  139 +++
 verify_security.sh                         |  214 ++++
 workers/__init__.py                        |    1 +
 workers/cluster_worker.py                  |  447 +++++++++
 workers/embeddings_worker.py               |  267 +++++
 workers/ner_worker.py                      |  414 ++++++++
 workers/qdrant_worker.py                   |  334 +++++++
 workers/related_worker.py                  |  202 ++++
 workers/topics_worker.py                   |  244 +++++
 workers/translation_worker.py              |  599 +++++++++++
 workers/url_discovery_worker.py            |  471 +++++++++
 workers/url_worker.py                      |  125 +++
 workers/url_worker_daemon.py               |   31 +
 141 files changed, 25219 insertions(+)
 create mode 100644 .dockerignore
 create mode 100644 .env.example
 create mode 100644 .env.secure.example
 create mode 100644 .gitignore
 create mode 100644 DEPLOY.md
 create mode 100644 Dockerfile
 create mode 100644 Dockerfile.replica
 create mode 100644 Dockerfile.url_worker
 create mode 100644 QDRANT_SETUP.md
 create mode 100644 README.md
 create mode 100644 SECURITY_AUDIT.md
 create mode 100644 SECURITY_GUIDE.md
 create mode 100644 app.py
 create mode 100644 cache.py
 create mode 100644 config.py
 create mode 100644 db.py
 create mode 100644 docker-compose.yml
 create mode 100644 docs/FEED_DISCOVERY.md
 create mode 100644 docs/PARRILLAS_VIDEOS.md
 create mode 100644 docs/PROCESO_COMPLETO_FEEDS.md
 create mode 100644 entity_config.json
 create mode 100644 generar_videos_noticias.py
 create mode 100755 generate_secure_credentials.sh
 create mode 100644 gunicorn_config.py
 create mode 100755 init-replica/init-replica.sh
 create mode 100755 migrate_to_secure.sh
 create mode 100644 models/__init__.py
 create mode 100644 models/categorias.py
 create mode 100644 models/describe.txt
 create mode 100644 models/feeds.py
 create mode 100644 models/noticias.py
 create mode 100644 models/paises.py
 create mode 100644 models/traducciones.py
 create mode 100644 monitoring/prometheus.yml
 create mode 100644 nginx.conf
 create mode 100755 requirements.txt
 create mode 100755 reset_and_deploy.sh
 create mode 100644 routers/__init__.py
 create mode 100644 routers/account.py
 create mode 100644 routers/auth.py
 create mode 100644 routers/backup.py
 create mode 100644 routers/config.py
 create mode 100644 routers/conflicts.py
 create mode 100644 routers/describe.txt
 create mode 100644 routers/favoritos.py
 create mode 100644 routers/feeds.py
 create mode 100644 routers/home.py
 create mode 100644 routers/noticia.py
 create mode 100644 routers/notifications.py
 create mode 100644 routers/parrillas.py
 create mode 100644 routers/pdf.py
 create mode 100644 routers/resumen.py
 create mode 100644 routers/rss.py
 create mode 100644 routers/search.py
 create mode 100644 routers/stats.py
 create mode 100644 routers/topics.py
 create mode 100644 routers/traducciones.py
 create mode 100644 routers/urls.py
 create mode 100644 rss-ingestor-go/Dockerfile
 create mode 100644 rss-ingestor-go/go.mod
 create mode 100644 rss-ingestor-go/main.go
 create mode 100644 rss-web-go/Dockerfile
 create mode 100644 rss-web-go/go.mod
 create mode 100644 rss-web-go/main.go
 create mode 100644 scheduler.py
 create mode 100644 scripts/clean_unk_tokens.py
 create mode 100755 scripts/convert_model.sh
 create mode 100644 scripts/crear_parrillas_ejemplo.sh
 create mode 100644 scripts/diagnose_rss.py
 create mode 100644 scripts/download_models.py
 create mode 100644 scripts/fix_html_entities.py
 create mode 100644 scripts/fix_html_recursive.py
 create mode 100755 scripts/migrate_to_qdrant.py
 create mode 100644 scripts/precache_entities.py
 create mode 100644 scripts/recover_system.py
 create mode 100755 scripts/test_qdrant_connection.py
 create mode 100644 scripts/verify_connectivity.py
 create mode 100755 start_docker.sh
 create mode 100644 static/placeholder.svg
 create mode 100644 static/style.css
 create mode 100644 static/uploads/avatars/user_1_0736791a.jpg
 create mode 100644 templates/_feeds_table.html
 create mode 100644 templates/_noticias_list.html
 create mode 100644 templates/account.html
 create mode 100644 templates/add_feed.html
 create mode 100644 templates/add_feeds.html
 create mode 100644 templates/add_url.html
 create mode 100644 templates/add_url_source.html
 create mode 100644 templates/base.html
 create mode 100644 templates/config.html
 create mode 100644 templates/config_restore.html
 create mode 100644 templates/config_translator.html
 create mode 100644 templates/conflict_timeline.html
 create mode 100644 templates/conflicts_list.html
 create mode 100644 templates/dashboard.html
 create mode 100644 templates/discover_feeds.html
 create mode 100644 templates/edit_feed.html
 create mode 100644 templates/edit_url_source.html
 create mode 100644 templates/favoritos.html
 create mode 100644 templates/feeds_list.html
 create mode 100755 templates/index.html
 create mode 100644 templates/login.html
 create mode 100644 templates/monitor_detail.html
 create mode 100644 templates/monitor_list.html
 create mode 100644 templates/noticia.html
 create mode 100644 templates/noticias.html
 create mode 100644 templates/parrillas/detail.html
 create mode 100644 templates/parrillas/form.html
 create mode 100644 templates/parrillas/index.html
 create mode 100644 templates/pdf_template.html
 create mode 100644 templates/register.html
 create mode 100644 templates/restore_completo.html
 create mode 100644 templates/restore_feeds.html
 create mode 100644 templates/restore_urls.html
 create mode 100644 templates/resumen.html
 create mode 100644 templates/scrape_url.html
 create mode 100644 templates/search_history.html
 create mode 100644 templates/stats.html
 create mode 100644 templates/stats_entities.html
 create mode 100644 templates/traducciones.html
 create mode 100644 templates/urls_list.html
 create mode 100644 translation_ops.py
 create mode 100644 utils/__init__.py
 create mode 100644 utils/auth.py
 create mode 100644 utils/feed_analysis.py
 create mode 100644 utils/feed_discovery.py
 create mode 100644 utils/helpers.py
 create mode 100644 utils/qdrant_search.py
 create mode 100644 utils/wiki.py
 create mode 100755 verify_security.sh
 create mode 100644 workers/__init__.py
 create mode 100644 workers/cluster_worker.py
 create mode 100644 workers/embeddings_worker.py
 create mode 100644 workers/ner_worker.py
 create mode 100644 workers/qdrant_worker.py
 create mode 100644 workers/related_worker.py
 create mode 100644 workers/topics_worker.py
 create mode 100644 workers/translation_worker.py
 create mode 100644 workers/url_discovery_worker.py
 create mode 100644 workers/url_worker.py
 create mode 100644 workers/url_worker_daemon.py

diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..bf25fe3
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,10 @@
+.git
+pgdata
+pgdata-replica
+redis-data
+hf_cache
+
+venv
+__pycache__
+*.pyc
+*.log
diff --git a/.env.example b/.env.example
new file mode 100644
index 0000000..2eedb85
--- /dev/null
+++ b/.env.example
@@ -0,0 +1,63 @@
+# Database Configuration
+POSTGRES_DB=rss
+POSTGRES_USER=rss
+POSTGRES_PASSWORD=change_this_password
+DB_NAME=rss
+DB_USER=rss
+DB_PASS=change_this_password
+DB_HOST=db
+DB_PORT=5432
+DB_WRITE_HOST=db
+DB_READ_HOST=db-replica
+
+# Redis Configuration
+REDIS_HOST=redis
+REDIS_PORT=6379
+
+# Application Secrets
+SECRET_KEY=change_this_to_a_long_random_string
+
+# External Services
+ALLTALK_URL=http://host.docker.internal:7851
+
+# AI Models & Workers
+RSS_MAX_WORKERS=3
+TARGET_LANGS=es
+TRANSLATOR_BATCH=128
+ENQUEUE=300
+
+# RSS Ingestor Configuration
+RSS_POKE_INTERVAL_MIN=15
+RSS_MAX_FAILURES=10
+RSS_FEED_TIMEOUT=60
+
+# URL Feed Discovery Worker
+URL_DISCOVERY_INTERVAL_MIN=15
+URL_DISCOVERY_BATCH_SIZE=10
+MAX_FEEDS_PER_URL=5
+
+# CTranslate2 / AI Model Paths
+CT2_MODEL_PATH=/app/models/nllb-ct2
+CT2_DEVICE=cuda
+CT2_COMPUTE_TYPE=int8_float16
+UNIVERSAL_MODEL=facebook/nllb-200-distilled-600M
+
+# Embeddings
+EMB_MODEL=sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
+EMB_BATCH=64
+EMB_DEVICE=cuda
+
+# NER
+NER_LANG=es
+NER_BATCH=64
+
+# Flask / Gunicorn
+GUNICORN_WORKERS=8
+FLASK_DEBUG=0
+
+# Qdrant Configuration
+QDRANT_HOST=qdrant
+QDRANT_PORT=6333
+QDRANT_COLLECTION_NAME=news_vectors
+QDRANT_BATCH_SIZE=100
+QDRANT_SLEEP_IDLE=30
diff --git a/.env.secure.example b/.env.secure.example
new file mode 100644
index 0000000..68b84cc
--- /dev/null
+++ b/.env.secure.example
@@ -0,0 +1,117 @@
+# ==================================================================================
+# SEGURIDAD: CONFIGURACIÓN DE PRODUCCIÓN
+# ==================================================================================
+# 
+# IMPORTANTE: 
+# 1. Copia este archivo a .env
+# 2. Cambia TODOS los valores de contraseñas y secrets
+# 3. NO compartas este archivo en repositorios públicos
+# 4. Añade .env al .gitignore
+#
+# ==================================================================================
+
+# ==================================================================================
+# DATABASE CONFIGURATION - PostgreSQL
+# ==================================================================================
+POSTGRES_DB=rss
+POSTGRES_USER=rss
+# CRÍTICO: Genera una contraseña fuerte (mínimo 32 caracteres aleatorios)
+# Ejemplo para generar: openssl rand -base64 32
+POSTGRES_PASSWORD=CAMBIAR_ESTO_POR_UNA_CONTRASEÑA_FUERTE_DE_32_CARACTERES
+
+DB_NAME=rss
+DB_USER=rss
+DB_PASS=CAMBIAR_ESTO_POR_UNA_CONTRASEÑA_FUERTE_DE_32_CARACTERES
+DB_HOST=db
+DB_PORT=5432
+DB_WRITE_HOST=db
+DB_READ_HOST=db-replica
+
+# ==================================================================================
+# REDIS CONFIGURATION - Autenticación habilitada
+# ==================================================================================
+REDIS_HOST=redis
+REDIS_PORT=6379
+# CRÍTICO: Genera una contraseña fuerte para Redis
+# Ejemplo: openssl rand -base64 32
+REDIS_PASSWORD=CAMBIAR_ESTO_POR_UNA_CONTRASEÑA_FUERTE_REDIS
+
+# ==================================================================================
+# APPLICATION SECRETS
+# ==================================================================================
+# CRÍTICO: Secret key para Flask - debe ser único y secreto
+# Genera con: python -c "import secrets; print(secrets.token_hex(32))"
+SECRET_KEY=CAMBIAR_ESTO_POR_UN_TOKEN_HEX_DE_64_CARACTERES
+
+# ==================================================================================
+# MONITORING - Grafana
+# ==================================================================================
+# IMPORTANTE: Cambia el password de admin de Grafana
+GRAFANA_PASSWORD=CAMBIAR_ESTO_POR_UNA_CONTRASEÑA_FUERTE_GRAFANA
+
+# ==================================================================================
+# EXTERNAL SERVICES
+# ==================================================================================
+ALLTALK_URL=http://host.docker.internal:7851
+
+# ==================================================================================
+# AI MODELS & WORKERS
+# ==================================================================================
+RSS_MAX_WORKERS=3
+TARGET_LANGS=es
+TRANSLATOR_BATCH=128
+ENQUEUE=300
+
+# RSS Ingestor Configuration
+RSS_POKE_INTERVAL_MIN=15
+RSS_MAX_FAILURES=10
+RSS_FEED_TIMEOUT=60
+
+# URL Feed Discovery Worker
+URL_DISCOVERY_INTERVAL_MIN=15
+URL_DISCOVERY_BATCH_SIZE=10
+MAX_FEEDS_PER_URL=5
+
+# CTranslate2 / AI Model Paths
+CT2_MODEL_PATH=/app/models/nllb-ct2
+CT2_DEVICE=cuda
+CT2_COMPUTE_TYPE=int8_float16
+UNIVERSAL_MODEL=facebook/nllb-200-distilled-600M
+
+# Embeddings
+EMB_MODEL=sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
+EMB_BATCH=64
+EMB_DEVICE=cuda
+
+# NER
+NER_LANG=es
+NER_BATCH=64
+
+# Flask / Gunicorn
+GUNICORN_WORKERS=8
+FLASK_DEBUG=0
+
+# Qdrant Configuration
+QDRANT_HOST=qdrant
+QDRANT_PORT=6333
+QDRANT_COLLECTION_NAME=news_vectors
+QDRANT_BATCH_SIZE=100
+QDRANT_SLEEP_IDLE=30
+
+# ==================================================================================
+# COMANDOS ÚTILES PARA GENERAR CONTRASEÑAS SEGURAS
+# ==================================================================================
+# 
+# PostgreSQL Password (32 caracteres):
+#   openssl rand -base64 32
+#
+# Redis Password (32 caracteres):
+#   openssl rand -base64 32
+#
+# Flask Secret Key (64 hex chars):
+#   python -c "import secrets; print(secrets.token_hex(32))"
+#
+# Grafana Password (fuerte):
+#   openssl rand -base64 24
+#
+# ==================================================================================
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..99f1504
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,64 @@
+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+.Python
+*.so
+*.egg
+*.egg-info/
+dist/
+build/
+venv/
+.env
+.vscode/
+.idea/
+*.swp
+*.swo
+*~
+.DS_Store
+pgdata/
+pgdata-replica/
+pgdata.failed_restore/
+pgdata-replica.old.*/
+redis-data/
+hf_cache/
+models/nllb-ct2/
+qdrant_storage/
+*.log
+*.db
+*.sqlite
+*.sqlite3
+data/
+*.mp4
+*.mp3
+*.wav
+*.srt
+*.tar.gz
+*.zip
+*.bak
+*.old
+
+
+# ==================================================================================
+# SECURITY FILES - NEVER COMMIT THESE
+# ==================================================================================
+# Environment files with credentials
+.env
+.env.backup*
+.env.generated
+.env.local
+.env.*.local
+
+# Database backups
+*.sql
+backup_*.sql
+
+# Redis backups
+*.rdb
+redis_backup_*.rdb
+
+# Qdrant backups
+qdrant_backup_*.tar.gz
+
+# Docker compose with real credentials (if you create variations)
+docker-compose.override.yml
diff --git a/DEPLOY.md b/DEPLOY.md
new file mode 100644
index 0000000..9b1fa95
--- /dev/null
+++ b/DEPLOY.md
@@ -0,0 +1,54 @@
+# Deployment Guide
+
+This guide describes how to deploy the application to a new server.
+
+## Prerequisites
+
+*   **Linux Server** (Ubuntu 22.04+ recommended)
+*   **NVIDIA GPU**: Required for translation, embeddings, and NER services.
+*   **NVIDIA Container Toolkit**: Must be installed to allow Docker to access the GPU.
+*   **Docker** & **Docker Compose**: Latest versions.
+*   **Git**: To clone the repository.
+*   **External Service**: An instance of [AllTalk](https://github.com/erew123/alltalk_tts) running externally or on the host (port 7851 by default).
+
+## Deployment Steps
+
+1.  **Clone the Repository**
+    ```bash
+    git clone <your-repo-url>
+    cd <your-repo-name>
+    ```
+
+2.  **Configure Environment Variables**
+    Copy the example configuration file:
+    ```bash
+    cp .env.example .env
+    ```
+    Edit `.env` and set secure passwords and configuration:
+    ```bash
+    nano .env
+    ```
+    *   Change `POSTGRES_PASSWORD` and `DB_PASS` to a strong unique password.
+    *   Change `SECRET_KEY` to a long random string.
+    *   Verify `ALLTALK_URL` points to your AllTalk instance (default assumes host machine access).
+
+3.  **Start the Services**
+    Run the following command to build and start the application:
+    ```bash
+    docker compose up -d --build
+    ```
+
+4.  **Database Initialization**
+    The database will automatically initialize on the first run using the scripts in `init-db/`. This may take a few minutes. Check logs with:
+    ```bash
+    docker compose logs -f db
+    ```
+
+5.  **Verify Deployment**
+    Access the application at `http://<your-server-ip>:8001`.
+
+## Important Notes
+
+*   **Models**: The application mounts `./models` and `./hf_cache` to persist AI models. On the first run, it will attempt to download necessary models (NLLB, BERT, etc.), which requires significant bandwidth and time.
+*   **Data Persistence**: Database data is stored in `./pgdata` (mapped in docker-compose). Ensure this directory is backed up.
+*   **Security**: Ensure port 5432 (Postgres) and 6379 (Redis) are firewall-protected and not exposed to the public internet unless intended (Docker maps them to the host network).
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..e449096
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,67 @@
+FROM python:3.11-slim
+
+# CUDA o CPU
+ARG TORCH_CUDA=cu121
+
+WORKDIR /app
+
+# --------------------------------------------------------
+# Dependencias del sistema
+# --------------------------------------------------------
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    libpq-dev \
+    gcc \
+    git \
+    libcairo2 \
+    libpango-1.0-0 \
+    libpangocairo-1.0-0 \
+    libgdk-pixbuf-2.0-0 \
+    libffi-dev \
+    shared-mime-info \
+    && rm -rf /var/lib/apt/lists/*
+
+ENV PYTHONUNBUFFERED=1 \
+    PIP_DISABLE_PIP_VERSION_CHECK=1 \
+    TOKENIZERS_PARALLELISM=false \
+    HF_HUB_DISABLE_SYMLINKS_WARNING=1 \
+    HF_HOME=/root/.cache/huggingface
+
+# --------------------------------------------------------
+# Instalación de requirements
+# --------------------------------------------------------
+COPY requirements.txt .
+RUN python -m pip install --no-cache-dir --upgrade pip setuptools wheel
+
+# Instalar PyTorch según GPU/CPU
+RUN if [ "$TORCH_CUDA" = "cu121" ]; then \
+    pip install --no-cache-dir --index-url https://download.pytorch.org/whl/cu121 \
+    torch==2.4.1 torchvision==0.19.1 torchaudio==2.4.1 ; \
+    else \
+    pip install --no-cache-dir --index-url https://download.pytorch.org/whl/cpu \
+    torch==2.4.1 torchvision==0.19.1 torchaudio==2.4.1 ; \
+    fi
+
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Instalar ctranslate2 con soporte CUDA
+RUN if [ "$TORCH_CUDA" = "cu121" ]; then \
+    pip install --no-cache-dir ctranslate2 ; \
+    else \
+    pip install --no-cache-dir ctranslate2 ; \
+    fi
+
+# Descargar modelo spaCy ES
+RUN python -m spacy download es_core_news_md || true
+
+# --------------------------------------------------------
+# Copiar TODO el proyecto rss2/
+# --------------------------------------------------------
+COPY . .
+
+# --------------------------------------------------------
+# Puede descargar modelos NLLB o Sentence-BERT si existe
+# --------------------------------------------------------
+RUN python download_models.py || true
+
+EXPOSE 8000
+
diff --git a/Dockerfile.replica b/Dockerfile.replica
new file mode 100644
index 0000000..4426d52
--- /dev/null
+++ b/Dockerfile.replica
@@ -0,0 +1,12 @@
+FROM postgres:18-alpine
+
+# Copy initialization script
+COPY init-replica/init-replica.sh /docker-entrypoint-initdb.d/
+
+# Make script executable
+RUN chmod +x /docker-entrypoint-initdb.d/init-replica.sh
+
+# Set environment for replication
+ENV PRIMARY_HOST=db
+ENV REPLICATION_USER=replicator
+ENV REPLICATION_PASSWORD=replica_password
diff --git a/Dockerfile.url_worker b/Dockerfile.url_worker
new file mode 100644
index 0000000..06af28a
--- /dev/null
+++ b/Dockerfile.url_worker
@@ -0,0 +1,29 @@
+FROM python:3.10-slim
+
+WORKDIR /app
+
+# Install system dependencies for lxml and general build
+RUN apt-get update && apt-get install -y \
+    gcc \
+    libxml2-dev \
+    libxslt-dev \
+    python3-dev \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install python dependencies
+RUN pip install --no-cache-dir \
+    psycopg2-binary \
+    requests \
+    newspaper3k \
+    lxml_html_clean \
+    python-dotenv
+
+# Copy application code
+COPY . /app
+
+# Set environment
+ENV PYTHONPATH=/app
+ENV PYTHONUNBUFFERED=1
+
+# Run the worker daemon
+CMD ["python", "-m", "workers.url_worker_daemon"]
diff --git a/QDRANT_SETUP.md b/QDRANT_SETUP.md
new file mode 100644
index 0000000..d0e866d
--- /dev/null
+++ b/QDRANT_SETUP.md
@@ -0,0 +1,257 @@
+# ✅ Sistema Qdrant - Búsquedas Semánticas
+
+## 🎯 Arquitectura Actual
+
+El sistema vectoriza **directamente** las noticias traducidas y proporciona búsqueda semántica en tiempo real.
+
+```
+Noticias Originales (RSS)
+        ↓
+Traducción (translator workers)
+        ↓
+PostgreSQL (tabla 'traducciones')
+        ↓
+Qdrant Worker (vectorización directa)
+        ↓
+Qdrant (búsquedas semánticas)
+        ↓
+API de Búsqueda (utils/qdrant_search.py)
+        ↓
+Buscador General + Monitor de Conflictos
+```
+
+## ✅ Servicios y Componentes
+
+| Componente | Puerto/Ubicación | Descripción |
+|----------|--------|-------------|
+| **Qdrant** | 6333 | Base de datos vectorial |
+| **Qdrant Worker** | - | Vectorización continua |
+| **Búsqueda Semántica** | `utils/qdrant_search.py` | API de búsqueda vectorial |
+| **Buscador General** | `routers/search.py` | Búsqueda con fallback a PostgreSQL |
+| **Monitor de Conflictos** | `routers/conflicts.py` | Búsqueda por keywords con vectores |
+
+### Configuración del Worker
+
+- **Origen**: Tabla `traducciones`
+- **Modelo**: `paraphrase-multilingual-MiniLM-L12-v2`
+- **Dimensiones**: 384
+- **Dispositivo**: CPU (GPU disponible)
+- **Velocidad**: ~100+ noticias/minuto
+- **Total Vectorizado**: ~507,000 noticias
+
+## 🚀 Integración Completa
+
+### Buscador General (`/api/search`)
+
+La búsqueda ahora usa **Qdrant primero** para mayor velocidad y precisión semántica:
+
+1. **Búsqueda Semántica** (por defecto): Usa vectores de Qdrant
+2. **Fallback PostgreSQL**: Si falla o no hay resultados
+3. **Enriquecimiento**: Combina datos de ambas fuentes
+
+**Ventajas:**
+- ✅ Búsquedas 10-100x más rápidas (sin escaneo de 500k filas)
+- ✅ Comprende sinónimos y contexto ("protestas" encuentra "manifestaciones")
+- ✅ Multilingüe automático
+- ✅ Sin dependencia de palabras exactas
+
+**Parámetros:**
+- `q`: Texto de búsqueda
+- `limit`: Máximo de resultados (default: 10, max: 50)
+- `semantic`: `true/false` (default: `true`)
+
+### Monitor de Conflictos (`/conflicts/<id>`)
+
+Ahora usa búsqueda semántica por keywords:
+
+**Antes (ILIKE con PostgreSQL):**
+- ❌ "irán protestas" requería coincidencia exacta de toda la frase
+- ❌ Lento con 500k noticias
+- ❌ No encontraba variaciones ("manifestación", "protesta")
+
+**Ahora (Qdrant):**
+- ✅ "irán protestas" busca por ambas palabras independientemente
+- ✅ Rápido (búsqueda vectorial)
+- ✅ Encuentra contenido semánticamente similar
+
+## 🔧 Comandos Útiles
+
+### Ver Logs
+```bash
+docker-compose logs -f qdrant-worker
+docker-compose logs -f qdrant
+docker-compose logs -f rss2_web  # Para ver logs de búsqueda
+```
+
+### Estadísticas
+```bash
+docker exec -it rss2_web python scripts/migrate_to_qdrant.py --stats
+```
+
+### Vectorizar Pendientes (Manual)
+```bash
+docker exec -it rss2_web python scripts/migrate_to_qdrant.py --vectorize --batch-size 200
+```
+
+### Reset Completo (⚠️ Destructivo)
+```bash
+docker exec -it rss2_web python scripts/migrate_to_qdrant.py --reset
+```
+
+### Probar Búsqueda Semántica
+```bash
+# Búsqueda semántica
+curl "http://localhost:8001/api/search?q=protestas+en+iran&semantic=true"
+
+# Búsqueda tradicional (fallback)
+curl "http://localhost:8001/api/search?q=protestas+en+iran&semantic=false"
+```
+
+## 📊 Verificar Estado
+
+### Base de Datos
+```sql
+-- Progreso de vectorización
+SELECT 
+    COUNT(*) as total,
+    COUNT(*) FILTER (WHERE vectorized = TRUE) as vectorizadas,
+    COUNT(*) FILTER (WHERE vectorized = FALSE) as pendientes
+FROM traducciones 
+WHERE lang_to = 'es' AND status = 'done';
+```
+
+### Qdrant API
+```bash
+# Estado de la colección
+curl http://localhost:6333/collections/news_vectors
+
+# Health check
+curl http://localhost:6333/healthz
+
+# Conteo de puntos
+curl http://localhost:6333/collections/news_vectors | jq '.result.points_count'
+```
+
+## 🔍 Variables de Entorno
+
+```bash
+# .env
+QDRANT_HOST=qdrant
+QDRANT_PORT=6333
+QDRANT_COLLECTION_NAME=news_vectors
+QDRANT_BATCH_SIZE=100
+QDRANT_SLEEP_IDLE=30
+EMB_MODEL=sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
+```
+
+## 📁 Archivos Relevantes
+
+| Archivo | Función |
+|---------|---------|
+| `workers/qdrant_worker.py` | Worker de vectorización continua |
+| `utils/qdrant_search.py` | **NUEVO**: API de búsqueda semántica |
+| `routers/search.py` | **ACTUALIZADO**: Buscador con Qdrant |
+| `routers/conflicts.py` | **ACTUALIZADO**: Monitor de conflictos con Qdrant |
+| `scripts/migrate_to_qdrant.py` | Migración/estadísticas |
+| `docker-compose.yml` | Configuración de servicios + timezone sync |
+
+## ⏰ Sincronización de Hora
+
+**Problema Resuelto:** Todos los contenedores Docker ahora tienen la hora sincronizada (TZ=Europe/Madrid).
+
+**Cambios:**
+- ✅ Variable `TZ=Europe/Madrid` en todos los servicios
+- ✅ Volúmenes `/etc/timezone` y `/etc/localtime` en servicios clave
+- ✅ Logs consistentes entre todos los workers
+
+## 🚀 Despliegue en Nuevas Máquinas
+
+### Requisitos Previos
+1. Docker y Docker Compose instalados
+2. Al menos 8GB RAM (recomendado 16GB)
+3. GPU NVIDIA (opcional, para workers de traducción)
+
+### Pasos de Instalación
+
+```bash
+# 1. Clonar repositorio
+git clone <repo-url>
+cd rss2
+
+# 2. Configurar variables de entorno
+cp .env.example .env
+# Editar .env con tus credenciales
+
+# 3. Iniciar servicios
+docker-compose up -d
+
+# 4. Verificar que Qdrant está funcionando
+curl http://localhost:6333/healthz
+
+# 5. Monitorear vectorización
+docker-compose logs -f qdrant-worker
+```
+
+### Migración de Datos Existentes
+
+Si ya tienes noticias traducidas sin vectorizar:
+
+```bash
+# Ver estadísticas
+docker exec -it rss2_web python scripts/migrate_to_qdrant.py --stats
+
+# Vectorizar todas las pendientes (puede tardar horas con 500k noticias)
+# El worker lo hace automáticamente, pero puedes forzarlo:
+docker-compose restart qdrant-worker
+```
+
+## 🔍 Troubleshooting
+
+### La búsqueda no usa Qdrant
+```bash
+# Verificar que Qdrant está corriendo
+docker ps | grep qdrant
+
+# Ver logs del worker
+docker-compose logs qdrant-worker
+
+# Verificar conexión
+curl http://localhost:6333/collections/news_vectors
+```
+
+### Búsqueda lenta aún
+```bash
+# Verificar cuántas noticias están vectorizadas
+docker exec -it rss2_web python scripts/migrate_to_qdrant.py --stats
+
+# Si hay muchas pendientes, el worker las procesará automáticamente
+# Para acelerar, aumenta el batch size en docker-compose.yml:
+# QDRANT_BATCH_SIZE=200
+```
+
+### Error "No module named 'qdrant_client'"
+```bash
+# Reconstruir imagen web
+docker-compose build rss2_web
+docker-compose restart rss2_web
+```
+
+## 📈 Rendimiento
+
+**Antes (PostgreSQL solo):**
+- Búsqueda simple: 2-5 segundos (500k filas)
+- Búsqueda compleja: 10-30 segundos
+- Monitor de conflictos: 5-15 segundos
+
+**Ahora (Qdrant + PostgreSQL):**
+- Búsqueda semántica: 50-200ms
+- Enriquecimiento PostgreSQL: +50ms
+- Monitor de conflictos: 100-300ms
+- **Mejora: 10-100x más rápido** ⚡
+
+## 🎯 Próximos Pasos
+
+- [ ] Implementar filtros avanzados (fecha, país, categoría)
+- [ ] Cachear resultados frecuentes en Redis
+- [ ] Agregar búsqueda híbrida (combinar PostgreSQL FTS + Qdrant)
+- [ ] Dashboard de métricas de búsqueda
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..5df229a
--- /dev/null
+++ b/README.md
@@ -0,0 +1,155 @@
+# RSS2 - Plataforma de Inteligencia de Noticias con IA
+
+RSS2 es una plataforma avanzada de agregación, traducción y análisis de noticias diseñada para procesar grandes volúmenes de información en tiempo real. Utiliza una arquitectura de **microservicios híbrida (Go + Python/FastAPI)** y modelos de **Inteligencia Artificial** locales para transformar flujos RSS crudos en inteligencia accionable.
+
+---
+
+## 🏗️ Arquitectura y Servicios
+
+El sistema se compone de múltiples contenedores Docker orquestados, divididos en 3 redes aisladas (`frontend`, `backend`, `monitoring`) para máxima seguridad.
+
+### 🌐 Core & Frontend
+| Servicio | Tecnología | Puerto | Descripción |
+|----------|------------|--------|-------------|
+| **`nginx`** | Nginx Alpine | **8001** | **Único punto de entrada público**. Reverse proxy, SSL, estáticos. |
+| **`rss2_web`** | Python/FastAPI | - | Backend principal. API REST, Jinja2, lógica de negocio. |
+| **`rss-web-go`** | Go/Gin | - | (Opcional) Microservicio web de alto rendimiento. |
+
+### 🤖 Inteligencia Artificial & Workers
+| Servicio | Descripción | Recursos |
+|----------|-------------|----------|
+| **`translator`** (x3) | Traducción Neural (NLLB-200) de cualquier idioma a Español. | GPU/CPU |
+| **`embeddings`** | Generación de vectores semánticos para búsqueda inteligente. | GPU/CPU |
+| **`ner`** | Reconocimiento de Entidades (Personas, Org, Lugares). | CPU |
+| **`cluster`** | Agrupación de noticias por eventos similares. | CPU |
+| **`topics`** | Clasificación temática de noticias. | CPU |
+| **`qdrant-worker`** | Sincronización de vectores con Qdrant. | CPU |
+
+### 📥 Ingesta de Datos
+| Servicio | Descripción |
+|----------|-------------|
+| **`rss-ingestor-go`** | Crawler de alto rendimiento en Go. Descarga cientos de RSS/min. |
+| **`url-worker`** | Scraper que descarga y limpia el contenido completo (HTML) de las noticias. |
+| **`url-discovery`** | Descubrimiento automático de nuevos feeds RSS. |
+
+### 💾 Almacenamiento de Datos
+| Servicio | Tecnología | Descripción |
+|----------|------------|-------------|
+| **`db`** | PostgreSQL 18 | Base de datos principal (Escritura). Contraseñas fuertes. |
+| **`db-replica`** | PostgreSQL 18 | Réplica de lectura (Actualmente en standby). |
+| **`qdrant`** | Qdrant | **Base de datos vectorial**. Almacena embeddings para búsqueda semántica. |
+| **`redis`** | Redis 7 | Broker de mensajes y caché. **Autenticado**. |
+
+### 📊 Monitorización (Stack de Observabilidad)
+| Servicio | Acceso | Descripción |
+|----------|--------|-------------|
+| **`grafana`** | `localhost:3001` | Dashboard visual de métricas del sistema y contenedores. |
+| **`prometheus`** | *Interno* | Recolección de métricas de todos los servicios. |
+| **`cadvisor`** | *Interno* | Métricas de uso de recursos de Docker (CPU, RAM). |
+
+---
+
+## 🚀 Instalación y Despliegue
+
+### 1. Clonar y Configurar
+```bash
+git clone <repo>
+cd rss2
+```
+
+### 2. Generación de Credenciales Seguras (IMPORTANTE)
+El sistema incluye un script para generar contraseñas fuertes automáticamente:
+```bash
+./generate_secure_credentials.sh
+```
+Esto creará un archivo `.env` con contraseñas aleatorias para DB, Redis y Grafana.
+
+### 3. Iniciar Servicios
+El despliegue se gestiona con el script maestro seguro:
+```bash
+./migrate_to_secure.sh
+```
+O manualmente:
+```bash
+docker-compose up -d
+```
+
+### 4. Acceso
+*   **Web Pública**: [http://localhost:8001](http://localhost:8001)
+*   **Grafana (Monitorización)**: [http://localhost:3001](http://localhost:3001)
+    *   *Usuario*: `admin`
+    *   *Password*: (Ver archivo `.env` variable `GRAFANA_PASSWORD` o el output del generador)
+
+---
+
+## 🔒 Seguridad
+
+El sistema ha sido auditado y fortificado (Enero 2026):
+
+1.  **Redes Segmentadas**:
+    *   `rss2_frontend`: Solo Nginx y Web App.
+    *   `rss2_backend`: Base de datos y Workers (sin acceso externo).
+    *   `rss2_monitoring`: Stack de observabilidad.
+
+2.  **Puertos Cerrados**:
+    *   Qdrant (6333), Prometheus (9090), Redis (6379) NO están expuestos al host.
+    *   Solo puerto **8001** (Web) y **3001** (Grafana/Local) están abiertos.
+
+3.  **Autenticación**:
+    *   Redis requiere contraseña (`requirepass`).
+    *   PostgreSQL usa autenticación estricta.
+
+4.  **Scripts de Seguridad**:
+    *   `verify_security.sh`: Ejecuta un test completo de la configuración de seguridad.
+    *   `SECURITY_GUIDE.md`: Guía detallada de administración segura.
+
+---
+
+## 🛠️ Comandos de Mantenimiento
+
+### Verificar estado del sistema
+```bash
+docker-compose ps
+```
+
+### Ver logs
+```bash
+docker-compose logs -f rss2_web    # Web App
+docker-compose logs -f translator  # Traductor
+```
+
+### Copia de Seguridad (Backup)
+```bash
+# Backup de Base de Datos
+docker exec rss2_db pg_dump -U rss rss > backup_$(date +%Y%m%d).sql
+
+# Backup de Vectores (Qdrant)
+# (Detener servicio antes recomendado)
+tar -czf qdrant_backup.tar.gz qdrant_storage/
+```
+
+### Actualización
+```bash
+git pull
+docker-compose up -d --build
+```
+
+---
+
+## 🧠 Características de IA
+
+*   **Búsqueda Semántica**: Encuentra noticias por significado ("conflictos en oriente medio") incluso si no contienen las palabras exactas, gracias a los embeddings vectoriales en Qdrant.
+*   **Detección de Idioma**: Automática para dirigir al traductor correcto.
+*   **Entidades**: Explorador visual de *quién* y *dónde* en las noticias.
+
+---
+
+## 📂 Estructura de Directorios
+
+*   `/routers`: API Endpoints (Python).
+*   `/workers`: Lógica de fondo (Traducción, Ingesta, IA).
+*   `/rss-ingestor-go`: Código del crawler en Go.
+*   `/monitoring`: Configuración de Prometheus y Grafana.
+*   `/templates`: Vistas HTML (Jinja2).
+*   `/static`: Assets frontend.
+*   `docker-compose.yml`: Definición de infraestructura.
diff --git a/SECURITY_AUDIT.md b/SECURITY_AUDIT.md
new file mode 100644
index 0000000..4dbc1f2
--- /dev/null
+++ b/SECURITY_AUDIT.md
@@ -0,0 +1,201 @@
+# 🔒 Auditoría de Seguridad de Red - Resumen Ejecutivo
+
+**Fecha**: 2026-01-12  
+**Sistema**: RSS2 News Aggregator  
+**Auditor**: Análisis Automatizado de Seguridad  
+
+---
+
+## 📊 RESUMEN EJECUTIVO
+
+Se han identificado **múltiples vulnerabilidades críticas** en la configuración de red de los contenedores Docker. El sistema actual expone servicios internos sin autenticación y utiliza credenciales débiles que comprometen severamente la seguridad de la aplicación.
+
+**Nivel de Riesgo Global**: 🔴 **CRÍTICO**
+
+---
+
+## 🚨 VULNERABILIDADES CRÍTICAS (Prioridad 1)
+
+### 1. Credenciales Comprometidas
+- **Severidad**: 🔴 CRÍTICA
+- **CVSS Score**: 9.8 (Critical)
+- **Descripción**: 
+  - PostgreSQL usa password `x` (1 carácter)
+  - Flask SECRET_KEY es `secret` (valor por defecto conocido)
+  - Grafana usa password `admin` (credencial por defecto)
+- **Impacto**: 
+  - Acceso completo a la base de datos
+  - Posible firma de sesiones falsas
+  - Compromiso total del sistema de autenticación
+- **Solución**: Generar credenciales aleatorias de 32+ caracteres
+
+### 2. Exposición de Base de Datos Vectorial (Qdrant)
+- **Severidad**: 🔴 CRÍTICA
+- **CVSS Score**: 8.6 (High)
+- **Puertos Expuestos**: 6333, 6334
+- **Descripción**: Qdrant accesible públicamente sin autenticación
+- **Impacto**: 
+  - Lectura/modificación de vectores de noticias
+  - Potencial exfiltración de datos
+  - Manipulación de búsquedas semánticas
+- **Solución**: Eliminar exposición de puertos, usar solo red interna
+
+### 3. Redis Sin Autenticación
+- **Severidad**: 🔴 ALTA
+- **CVSS Score**: 7.5 (High)
+- **Descripción**: Redis accesible sin password
+- **Impacto**: 
+  - Acceso no autorizado a caché
+  - Posible inyección de datos maliciosos
+  - DoS mediante flush de caché
+- **Solución**: Habilitar requirepass en Redis
+
+### 4. Exposición de Prometheus y cAdvisor
+- **Severidad**: 🟠 ALTA
+- **CVSS Score**: 7.2 (High)
+- **Puertos Expuestos**: 9090 (Prometheus), 8081 (cAdvisor)
+- **Descripción**: Métricas del sistema accesibles públicamente
+- **Impacto**: 
+  - Información sensible sobre arquitectura
+  - Vectores de ataque (uptime, recursos, vulnerabilidades)
+  - Reconocimiento de servicios internos
+- **Solución**: Internalizar puertos, acceso solo via túnel SSH
+
+---
+
+## ⚠️ VULNERABILIDADES DE RIESGO MEDIO (Prioridad 2)
+
+### 5. Ausencia de Segmentación de Red
+- **Severidad**: 🟠 MEDIA
+- **Descripción**: Todos los servicios en una única red Docker
+- **Impacto**: Movimiento lateral fácil si un contenedor es comprometido
+- **Solución**: Implementar 3 redes segmentadas (frontend, backend, monitoring)
+
+### 6. Sin Límites de Recursos
+- **Severidad**: 🟡 MEDIA-BAJA
+- **Descripción**: Contenedores sin límites de CPU/memoria
+- **Impacto**: Posible DoS por consumo excesivo de recursos
+- **Solución**: Establecer límites y reservas de recursos
+
+### 7. Montaje de Volúmenes con Permisos Excesivos
+- **Severidad**: 🟡 BAJA
+- **Descripción**: Código fuente montado en read-write
+- **Impacto**: Modificación de código desde contenedor comprometido
+- **Solución**: Montar volúmenes críticos en modo read-only
+
+---
+
+## ✅ SOLUCIONES IMPLEMENTADAS
+
+### Archivos Creados
+
+1. **`docker-compose.secure.yml`**
+   - Redes segmentadas (frontend, backend, monitoring)
+   - Puertos internalizados
+   - Autenticación en Redis
+   - Límites de recursos en todos los servicios
+   - Volúmenes read-only donde aplica
+
+2. **`.env.secure.example`**
+   - Template con instrucciones de seguridad
+   - Placeholders para credenciales fuertes
+
+3. **`generate_secure_credentials.sh`**
+   - Script automatizado para generar credenciales
+   - Genera passwords de 32 caracteres
+   - Crea .env con configuración segura
+
+4. **`SECURITY_GUIDE.md`**
+   - Guía completa de migración
+   - Troubleshooting
+   - Best practices
+
+5. **Código Python actualizado**
+   - `config.py`: Soporte para REDIS_PASSWORD
+   - `cache.py`: Autenticación en Redis
+
+---
+
+## 📈 MEJORAS DE SEGURIDAD
+
+| Métrica | ANTES | DESPUÉS | Mejora |
+|---------|-------|---------|--------|
+| Puertos públicos | 7 | 1 | **-85%** |
+| Servicios con autenticación | 1/4 | 4/4 | **+300%** |
+| Redes aisladas | 1 | 3 | **+200%** |
+| Servicios con límites de recursos | 0% | 100% | **+100%** |
+| Fortaleza de passwords (bits) | ~4 bits | ~256 bits | **+6300%** |
+
+---
+
+## 🎯 PLAN DE ACCIÓN RECOMENDADO
+
+### Fase 1: INMEDIATO (Hoy)
+1. ✅ Revisar archivos generados
+2. ✅ Leer SECURITY_GUIDE.md
+3. ⏳ Ejecutar `./generate_secure_credentials.sh`
+4. ⏳ Guardar credenciales en gestor de passwords
+
+### Fase 2: CORTO PLAZO (Esta semana)
+5. ⏳ Hacer backup completo de datos
+6. ⏳ Migrar a `docker-compose.secure.yml`
+7. ⏳ Validar funcionamiento en desarrollo
+8. ⏳ Configurar acceso SSH a Grafana
+
+### Fase 3: MEDIO PLAZO (Este mes)
+9. ⏳ Implementar monitoreo de seguridad
+10. ⏳ Configurar backups automáticos encriptados
+11. ⏳ Implementar rate limiting en nginx
+12. ⏳ Configurar fail2ban
+
+---
+
+## 📋 CHECKLIST DE VALIDACIÓN
+
+Antes de marcar como resuelto, verificar:
+
+- [ ] Todas las credenciales cambiadas y guardadas
+- [ ] Solo puerto 8001 expuesto públicamente
+- [ ] Qdrant NO accesible desde internet
+- [ ] Prometheus NO accesible desde internet
+- [ ] cAdvisor NO accesible desde internet
+- [ ] Redis requiere autenticación
+- [ ] Grafana solo en localhost (127.0.0.1:3001)
+- [ ] Web app funciona correctamente
+- [ ] Workers se conectan a servicios
+- [ ] Búsqueda funciona
+- [ ] Backups configurados
+- [ ] Firewall del servidor activo
+
+---
+
+## 🔗 REFERENCIAS
+
+- [Docker Security Best Practices](https://docs.docker.com/develop/security-best-practices/)
+- [OWASP Top 10](https://owasp.org/www-project-top-ten/)
+- [CIS Docker Benchmark](https://www.cisecurity.org/benchmark/docker)
+- [NIST Cybersecurity Framework](https://www.nist.gov/cyberframework)
+
+---
+
+## 📞 CONTACTO Y SOPORTE
+
+Para asistencia con la migración:
+- Revisar `SECURITY_GUIDE.md` (troubleshooting completo)
+- Verificar logs: `docker-compose logs -f`
+- Verificar conectividad de redes: `docker network inspect rss2_backend`
+
+---
+
+**Última actualización**: 2026-01-12 18:18 CET  
+**Próxima revisión recomendada**: 2026-02-12 (mensual)
+
+---
+
+## 🏆 CONCLUSIÓN
+
+La implementación de las soluciones propuestas reducirá el riesgo de seguridad de **CRÍTICO a BAJO**, cerrando todas las vulnerabilidades identificadas y estableciendo una base sólida de seguridad para la aplicación RSS2.
+
+**Tiempo estimado de implementación**: 2-4 horas  
+**Complejidad**: Media  
+**ROI de seguridad**: Extremadamente Alto
diff --git a/SECURITY_GUIDE.md b/SECURITY_GUIDE.md
new file mode 100644
index 0000000..3cbe5c0
--- /dev/null
+++ b/SECURITY_GUIDE.md
@@ -0,0 +1,383 @@
+# 🔒 GUÍA DE SEGURIDAD Y MIGRACIÓN - RSS2 Application
+
+## ⚠️ RESUMEN DE VULNERABILIDADES ENCONTRADAS
+
+### CRÍTICAS (Arreglar INMEDIATAMENTE)
+
+1. **Credenciales débiles en .env**
+   - PostgreSQL password: `x`
+   - Flask SECRET_KEY: `secret`
+   - Grafana password: `admin`
+   
+2. **Servicios expuestos públicamente sin autenticación**
+   - Qdrant (puertos 6333, 6334) - Base de datos vectorial
+   - Prometheus (puerto 9090) - Métricas del sistema
+   - cAdvisor (puerto 8081) - Estadísticas de contenedores
+   
+3. **Redis sin autenticación**
+   - Accesible por todos los contenedores sin password
+
+### ALTO RIESGO
+
+4. **Ausencia de segmentación de red**
+   - Todos los servicios en una única red Docker
+   
+5. **Ausencia de límites de recursos**
+   - Contenedores sin límites de CPU/memoria (riesgo de DoS)
+
+6. **Volúmenes con permisos excesivos**
+   - Código fuente montado con permisos de escritura
+
+---
+
+## 🛠️ SOLUCIONES IMPLEMENTADAS
+
+### 1. Archivo `docker-compose.secure.yml`
+
+**Mejoras de seguridad implementadas:**
+
+#### 🔹 Redes Segmentadas
+```yaml
+networks:
+  frontend:     # Solo nginx y rss2_web
+  backend:      # BD, workers, redis, qdrant (interna)
+  monitoring:   # Prometheus, Grafana, cAdvisor (interna)
+```
+
+#### 🔹 Puertos Internalizados
+- ❌ **Eliminados puertos públicos de:**
+  - Qdrant (6333, 6334) → Solo acceso interno
+  - Prometheus (9090) → Solo acceso interno
+  - cAdvisor (8081) → Solo acceso interno
+  - rss-web-go (8002) → Servicio comentado (duplicado)
+
+- ✅ **Único puerto público:**
+  - Nginx (8001) → Proxy reverso con seguridad
+
+- ✅ **Puerto localhost únicamente:**
+  - Grafana (127.0.0.1:3001) → Acceso solo local o via túnel SSH
+
+#### 🔹 Autenticación en Redis
+```yaml
+redis:
+  command: >
+    redis-server
+    --requirepass ${REDIS_PASSWORD}
+```
+
+#### 🔹 Límites de Recursos
+Todos los contenedores tienen límites de CPU y memoria:
+```yaml
+deploy:
+  resources:
+    limits:
+      cpus: '2'
+      memory: 2G
+    reservations:
+      memory: 512M
+```
+
+#### 🔹 Volúmenes Read-Only
+Código fuente montado en modo lectura donde sea posible:
+```yaml
+volumes:
+  - ./app.py:/app/app.py:ro
+  - ./routers:/app/routers:ro
+  - ./templates:/app/templates:ro
+```
+
+---
+
+## 📋 PASOS DE MIGRACIÓN
+
+### Opción A: Migración Gradual (RECOMENDADO para producción)
+
+#### Paso 1: Generar Credenciales Seguras
+
+```bash
+# 1. Generar password para PostgreSQL
+POSTGRES_PASSWORD=$(openssl rand -base64 32)
+echo "POSTGRES_PASSWORD=$POSTGRES_PASSWORD"
+
+# 2. Generar password para Redis
+REDIS_PASSWORD=$(openssl rand -base64 32)
+echo "REDIS_PASSWORD=$REDIS_PASSWORD"
+
+# 3. Generar SECRET_KEY para Flask
+SECRET_KEY=$(python3 -c "import secrets; print(secrets.token_hex(32))")
+echo "SECRET_KEY=$SECRET_KEY"
+
+# 4. Generar password para Grafana
+GRAFANA_PASSWORD=$(openssl rand -base64 24)
+echo "GRAFANA_PASSWORD=$GRAFANA_PASSWORD"
+
+# Guardar estos valores en un lugar seguro (gestor de passwords)
+```
+
+#### Paso 2: Copiar y Configurar .env Seguro
+
+```bash
+# Copiar el ejemplo seguro
+cp .env.secure.example .env
+
+# Editar .env y pegar las contraseñas generadas
+nano .env  # o usa tu editor preferido
+```
+
+#### Paso 3: Backup de Datos
+
+```bash
+# Backup de PostgreSQL
+docker exec rss2_db pg_dump -U rss rss > backup_$(date +%Y%m%d_%H%M%S).sql
+
+# Backup de Qdrant
+tar -czf qdrant_backup_$(date +%Y%m%d_%H%M%S).tar.gz qdrant_storage/
+
+# Backup de Redis (opcional)
+docker exec rss2_redis redis-cli --rdb /data/dump.rdb
+cp redis-data/dump.rdb redis_backup_$(date +%Y%m%d_%H%M%S).rdb
+```
+
+#### Paso 4: Detener Servicios Actuales
+
+```bash
+docker-compose down
+```
+
+#### Paso 5: Migrar a Configuración Segura
+
+```bash
+# Renombrar archivo actual (backup)
+mv docker-compose.yml docker-compose.yml.insecure.bak
+
+# Usar la versión segura
+cp docker-compose.secure.yml docker-compose.yml
+
+# Verificar configuración
+docker-compose config
+```
+
+#### Paso 6: Iniciar con Nueva Configuración
+
+```bash
+# Iniciar servicios
+docker-compose up -d
+
+# Verificar logs
+docker-compose logs -f
+
+# Verificar que todos los contenedores están corriendo
+docker-compose ps
+```
+
+#### Paso 7: Verificar Conectividad
+
+```bash
+# Test web app
+curl http://localhost:8001
+
+# Test Redis (desde dentro de un contenedor)
+docker exec rss2_web bash -c 'python3 -c "import redis; r = redis.Redis(host=\"redis\", port=6379, password=\"$REDIS_PASSWORD\"); print(r.ping())"'
+
+# Verificar logs de workers
+docker-compose logs rss2_tasks_py | tail -20
+```
+
+---
+
+### Opción B: Migración Directa (Para desarrollo/testing)
+
+```bash
+# 1. Backup de datos (como en Opción A, Paso 3)
+
+# 2. Detener todo
+docker-compose down -v  # CUIDADO: -v elimina volúmenes
+
+# 3. Generar credenciales y configurar .env
+cp .env.secure.example .env
+# Editar .env con credenciales generadas
+
+# 4. Restaurar datos si es necesario
+# (Restaurar dump SQL, qdrant_storage, etc.)
+
+# 5. Iniciar con configuración segura
+cp docker-compose.secure.yml docker-compose.yml
+docker-compose up -d
+```
+
+---
+
+## 🔐 ACCESO A SERVICIOS PROTEGIDOS
+
+### Grafana (Monitoring)
+
+Ahora solo accesible en localhost. Para acceso remoto:
+
+```bash
+# Opción 1: Túnel SSH (RECOMENDADO)
+ssh -L 3001:localhost:3001 usuario@servidor
+
+# Luego acceder en tu navegador local:
+# http://localhost:3001
+# Usuario: admin
+# Password: El que configuraste en GRAFANA_PASSWORD
+```
+
+### Qdrant (Base de Datos Vectorial)
+
+Ya no es accesible públicamente. Para acceso de desarrollo:
+
+```bash
+# Opción 1: Temporalmente exponer puerto (SOLO para debug)
+# Editar docker-compose.yml y descomentar:
+#   ports:
+#     - "127.0.0.1:6333:6333"
+
+# Opción 2: Acceder desde dentro de la red Docker
+docker exec -it rss2_qdrant_worker bash
+curl http://qdrant:6333/collections
+```
+
+### Prometheus (Métricas)
+
+```bash
+# Acceso via túnel SSH
+ssh -L 9090:localhost:9090 usuario@servidor
+
+# O exponer temporalmente en localhost:
+# En docker-compose.yml, prometheus service:
+# ports:
+#   - "127.0.0.1:9090:9090"
+```
+
+---
+
+## 🧪 TESTING DE SEGURIDAD
+
+### Verificar que puertos NO son accesibles públicamente:
+
+```bash
+# Desde FUERA del servidor (desde tu máquina local)
+
+# Estos NO deberían responder:
+curl http://servidor:6333  # Qdrant - debe fallar
+curl http://servidor:9090  # Prometheus - debe fallar
+curl http://servidor:8081  # cAdvisor - debe fallar
+
+# Este SÍ debe responder:
+curl http://servidor:8001  # Nginx - debe funcionar
+```
+
+### Verificar segmentación de redes:
+
+```bash
+# Los contenedores NO deberían poder acceder a servicios fuera de su red
+
+# Desde un worker backend, NO debe alcanzar nginx:
+docker exec rss2_cluster_py curl http://nginx  # Debería fallar
+
+# Desde monitoring, NO debe alcanzar db:
+docker exec rss2_prometheus curl http://db:5432  # Debería fallar
+```
+
+---
+
+## 📊 COMPARATIVA: ANTES vs DESPUÉS
+
+| Aspecto | ANTES (Inseguro) | DESPUÉS (Seguro) |
+|---------|------------------|------------------|
+| **Puertos expuestos** | 7 puertos públicos | 1 puerto público + 1 localhost |
+| **Autenticación Redis** | ❌ Sin password | ✅ Autenticado |
+| **PostgreSQL Password** | `x` (débil) | 32+ caracteres aleatorios |
+| **Flask SECRET_KEY** | `secret` | 64 caracteres hex |
+| **Segmentación de red** | ❌ Una red única | ✅ 3 redes aisladas |
+| **Límites de recursos** | ❌ Sin límites | ✅ CPU y RAM limitados |
+| **Volúmenes** | Read-Write | Read-Only donde posible |
+| **Qdrant público** | ⚠️ Sí (puerto 6333) | ✅ Solo interno |
+| **Prometheus público** | ⚠️ Sí (puerto 9090) | ✅ Solo interno |
+
+---
+
+## 🚨 CHECKLIST FINAL DE SEGURIDAD
+
+Antes de poner en producción, verifica:
+
+- [ ] Todas las contraseñas generadas aleatoriamente (min 32 caracteres)
+- [ ] Archivo `.env` NO está en el repositorio (revisar .gitignore)
+- [ ] Solo puerto 8001 expuesto públicamente
+- [ ] Grafana accesible solo en localhost
+- [ ] Redis requiere autenticación
+- [ ] Todos los workers pueden conectarse a Redis
+- [ ] Todos los workers pueden conectarse a PostgreSQL
+- [ ] Web app funciona correctamente
+- [ ] Búsqueda semántica (Qdrant) funciona
+- [ ] Backups automáticos configurados
+- [ ] Monitoring (Grafana) accessible via SSH tunnel
+- [ ] Firewall del servidor configurado (solo permitir 8001, 22)
+
+---
+
+## 🔧 TROUBLESHOOTING
+
+### Error: Redis authentication failed
+
+```bash
+# Verificar que REDIS_PASSWORD está en .env
+grep REDIS_PASSWORD .env
+
+# Verificar que los workers tienen la variable
+docker exec rss2_web env | grep REDIS
+
+# Reiniciar servicios
+docker-compose restart
+```
+
+### Error: No puedo acceder a Grafana desde mi máquina
+
+```bash
+# Asegurarte de que el túnel SSH está activo
+ssh -L 3001:localhost:3001 usuario@servidor
+
+# Verificar que Grafana está corriendo
+docker-compose ps | grep grafana
+
+# Logs de Grafana
+docker-compose logs grafana
+```
+
+### Workers no pueden conectarse a Qdrant
+
+```bash
+# Verificar que Qdrant está en la red backend
+docker network inspect rss2_backend | grep qdrant
+
+# Verificar logs de Qdrant
+docker-compose logs qdrant
+
+# Test de conectividad desde un worker
+docker exec rss2_qdrant_worker curl http://qdrant:6333/collections
+```
+
+---
+
+## 📚 RECURSOS ADICIONALES
+
+- [Docker Networks Security Best Practices](https://docs.docker.com/network/network-tutorial-standalone/)
+- [Redis Security](https://redis.io/docs/management/security/)
+- [PostgreSQL Security](https://www.postgresql.org/docs/current/security.html)
+- [OWASP Docker Security Cheat Sheet](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html)
+
+---
+
+## 📝 NOTAS IMPORTANTES
+
+1. **Backup Regular**: Configura backups automáticos ANTES de migrar
+2. **Testing**: Prueba en un entorno de desarrollo primero
+3. **Downtime**: Planifica una ventana de mantenimiento
+4. **Monitoring**: Verifica que Grafana funciona después de migrar
+5. **Documentation**: Documenta las contraseñas en un gestor seguro
+
+---
+
+**Última actualización**: 2026-01-12
+**Autor**: Auditoría de Seguridad Automatizada
diff --git a/app.py b/app.py
new file mode 100644
index 0000000..17870fb
--- /dev/null
+++ b/app.py
@@ -0,0 +1,65 @@
+from flask import Flask
+
+from config import SECRET_KEY
+from utils import safe_html, format_date, country_flag
+
+from routers.home import home_bp
+from routers.feeds import feeds_bp
+from routers.urls import urls_bp
+from routers.noticia import noticia_bp
+from routers.backup import backup_bp
+# from routers.eventos import eventos_bp
+from routers.config import config_bp
+from routers.favoritos import favoritos_bp
+from routers.search import search_bp
+from routers.rss import rss_bp
+from routers.resumen import resumen_bp
+from routers.stats import stats_bp
+from routers.pdf import pdf_bp
+from routers.notifications import notifications_bp
+from routers.auth import auth_bp
+from routers.account import account_bp
+from routers.parrillas import parrillas_bp
+
+
+def create_app() -> Flask:
+    app = Flask(__name__)
+    app.config["SECRET_KEY"] = SECRET_KEY
+
+    app.jinja_env.filters["safe_html"] = safe_html
+    app.jinja_env.filters["format_date"] = format_date
+    app.jinja_env.filters["country_flag"] = country_flag
+
+    app.register_blueprint(home_bp)
+    app.register_blueprint(feeds_bp)
+    app.register_blueprint(urls_bp)
+    app.register_blueprint(noticia_bp)
+    app.register_blueprint(backup_bp)
+    # app.register_blueprint(eventos_bp) # Removed
+    app.register_blueprint(config_bp)
+    app.register_blueprint(favoritos_bp)
+    app.register_blueprint(search_bp)
+    app.register_blueprint(rss_bp)
+    # app.register_blueprint(resumen_bp) # Removed
+    app.register_blueprint(stats_bp)
+    app.register_blueprint(pdf_bp)
+    app.register_blueprint(notifications_bp)
+    
+    from routers.conflicts import conflicts_bp
+    from routers.topics import topics_bp
+    
+    app.register_blueprint(conflicts_bp)
+    app.register_blueprint(topics_bp)
+    app.register_blueprint(auth_bp)
+    app.register_blueprint(account_bp)
+    app.register_blueprint(parrillas_bp)
+
+
+    return app
+
+
+app = create_app()
+
+if __name__ == "__main__":
+    app.run(host="0.0.0.0", port=8001, debug=True)
+
diff --git a/cache.py b/cache.py
new file mode 100644
index 0000000..d5c88ab
--- /dev/null
+++ b/cache.py
@@ -0,0 +1,177 @@
+"""
+Redis cache module for high-traffic endpoints.
+Provides caching decorator and invalidation utilities.
+"""
+import redis
+import json
+import logging
+import hashlib
+from functools import wraps
+from config import REDIS_HOST, REDIS_PORT, REDIS_PASSWORD, REDIS_TTL_DEFAULT
+
+logger = logging.getLogger(__name__)
+
+_redis_client = None
+
+
+def get_redis():
+    """Get Redis client singleton."""
+    global _redis_client
+    if _redis_client is None:
+        try:
+            redis_config = {
+                'host': REDIS_HOST,
+                'port': REDIS_PORT,
+                'decode_responses': True,
+                'socket_connect_timeout': 2,
+                'socket_timeout': 2
+            }
+            
+            # Agregar autenticación si está configurada
+            if REDIS_PASSWORD:
+                redis_config['password'] = REDIS_PASSWORD
+            
+            _redis_client = redis.Redis(**redis_config)
+            _redis_client.ping()
+        except redis.ConnectionError as e:
+            logger.warning(f"Redis connection failed: {e}. Caching disabled.")
+            _redis_client = None
+    return _redis_client
+
+
+def cached(ttl_seconds=None, prefix="cache"):
+    """
+    Decorator for caching function results in Redis.
+    Falls back to calling function directly if Redis is unavailable.
+    
+    Args:
+        ttl_seconds: Time to live in seconds (default from config)
+        prefix: Key prefix for cache entries
+    """
+    if ttl_seconds is None:
+        ttl_seconds = REDIS_TTL_DEFAULT
+    
+    def decorator(func):
+        @wraps(func)
+        def wrapper(*args, **kwargs):
+            r = get_redis()
+            if r is None:
+                # Redis unavailable, call function directly
+                return func(*args, **kwargs)
+            
+            # Build cache key from function name and arguments
+            # Use md5 for deterministic hash across processes
+            key_data = f"{args}:{sorted(kwargs.items())}"
+            
+            # Add flask request args if available to prevent collision on filtered routes
+            try:
+                from flask import request
+                if request:
+                    key_data += f":args:{sorted(request.args.items())}"
+            except Exception:
+                pass
+
+            key_hash = hashlib.md5(key_data.encode('utf-8')).hexdigest()
+            cache_key = f"cache:{prefix}:{func.__name__}:{key_hash}"
+            
+            try:
+                # Try to get from cache
+                cached_value = r.get(cache_key)
+                if cached_value is not None:
+                    # If it's a JSON response, we might need to return it correctly
+                    try:
+                        data = json.loads(cached_value)
+                        # Detect if we should return as JSON
+                        from flask import jsonify
+                        return jsonify(data)
+                    except (json.JSONDecodeError, ImportError):
+                        return cached_value
+                
+                # Cache miss - call function and cache result
+                result = func(*args, **kwargs)
+                
+                # Handle Flask Response objects
+                cache_data = result
+                try:
+                    from flask import Response
+                    if isinstance(result, Response):
+                        if result.is_json:
+                            cache_data = result.get_json()
+                        else:
+                            cache_data = result.get_data(as_text=True)
+                except (ImportError, Exception):
+                    pass
+
+                r.setex(cache_key, ttl_seconds, json.dumps(cache_data, default=str))
+                return result
+            except (redis.RedisError, json.JSONDecodeError) as e:
+                logger.warning(f"Cache error for {func.__name__}: {e}")
+                return func(*args, **kwargs)
+        
+        return wrapper
+    return decorator
+
+
+def invalidate_pattern(pattern):
+    """
+    Invalidate all cache keys matching pattern.
+    
+    Args:
+        pattern: Pattern to match (e.g., "home:*" or "stats:*")
+    """
+    r = get_redis()
+    if r is None:
+        return
+    
+    try:
+        cursor = 0
+        deleted = 0
+        while True:
+            cursor, keys = r.scan(cursor, match=f"cache:{pattern}", count=100)
+            if keys:
+                r.delete(*keys)
+                deleted += len(keys)
+            if cursor == 0:
+                break
+        if deleted > 0:
+            logger.info(f"Invalidated {deleted} cache keys matching '{pattern}'")
+    except redis.RedisError as e:
+        logger.warning(f"Cache invalidation failed: {e}")
+
+
+def cache_get(key):
+    """Get value from cache by key."""
+    r = get_redis()
+    if r is None:
+        return None
+    try:
+        value = r.get(f"cache:{key}")
+        return json.loads(value) if value else None
+    except (redis.RedisError, json.JSONDecodeError):
+        return None
+
+
+def cache_set(key, value, ttl_seconds=None):
+    """Set value in cache with optional TTL."""
+    if ttl_seconds is None:
+        ttl_seconds = REDIS_TTL_DEFAULT
+    r = get_redis()
+    if r is None:
+        return False
+    try:
+        r.setex(f"cache:{key}", ttl_seconds, json.dumps(value, default=str))
+        return True
+    except redis.RedisError:
+        return False
+
+
+def cache_del(key):
+    """Delete a key from cache."""
+    r = get_redis()
+    if r is None:
+        return False
+    try:
+        r.delete(f"cache:{key}")
+        return True
+    except redis.RedisError:
+        return False
diff --git a/config.py b/config.py
new file mode 100644
index 0000000..98e794a
--- /dev/null
+++ b/config.py
@@ -0,0 +1,69 @@
+import os
+from dotenv import load_dotenv
+
+load_dotenv()
+
+DB_CONFIG = {
+    "dbname": os.getenv("DB_NAME", "rss"),
+    "user": os.getenv("DB_USER", "rss"),
+    "password": os.getenv("DB_PASS", ""),
+    "host": os.getenv("DB_HOST", "localhost"),
+    "port": int(os.getenv("DB_PORT", 5432)),
+}
+
+# Write DB (primary) - for workers/ingestion
+DB_WRITE_CONFIG = {
+    "dbname": os.getenv("DB_NAME", "rss"),
+    "user": os.getenv("DB_USER", "rss"),
+    "password": os.getenv("DB_PASS", ""),
+    "host": os.getenv("DB_WRITE_HOST", os.getenv("DB_HOST", "localhost")),
+    "port": int(os.getenv("DB_PORT", 5432)),
+}
+
+# Read DB (replica) - for web queries
+DB_READ_CONFIG = {
+    "dbname": os.getenv("DB_NAME", "rss"),
+    "user": os.getenv("DB_USER", "rss"),
+    "password": os.getenv("DB_PASS", ""),
+    "host": os.getenv("DB_READ_HOST", os.getenv("DB_HOST", "localhost")),
+    "port": int(os.getenv("DB_PORT", 5432)),
+}
+
+# Redis Cache
+REDIS_HOST = os.getenv("REDIS_HOST", "localhost")
+REDIS_PORT = int(os.getenv("REDIS_PORT", 6379))
+REDIS_PASSWORD = os.getenv("REDIS_PASSWORD", None)  # None = sin autenticación (para compatibilidad)
+REDIS_TTL_DEFAULT = int(os.getenv("REDIS_TTL_DEFAULT", 60))
+
+SECRET_KEY = os.getenv("SECRET_KEY", "CAMBIA_ESTA_CLAVE_POR_ALGO_LARGO_Y_ALEATORIO")
+
+DEFAULT_LANG = os.getenv("DEFAULT_LANG", "es")
+DEFAULT_TRANSLATION_LANG = os.getenv("DEFAULT_TRANSLATION_LANG", "es")
+
+WEB_TRANSLATED_DEFAULT = int(os.getenv("WEB_TRANSLATED_DEFAULT", "1"))
+# Configuración de paginación
+NEWS_PER_PAGE_DEFAULT = 30  # Reducido de 50 para mejor rendimiento
+
+RSS_MAX_WORKERS = int(os.getenv("RSS_MAX_WORKERS", "3"))  # Reducido de 10 a 3
+RSS_FEED_TIMEOUT = int(os.getenv("RSS_FEED_TIMEOUT", "60")) # Aumentado timeout
+RSS_MAX_FAILURES = int(os.getenv("RSS_MAX_FAILURES", "5"))
+
+TARGET_LANGS = os.getenv("TARGET_LANGS", "es")
+
+TRANSLATOR_BATCH = int(os.getenv("TRANSLATOR_BATCH", "2"))  # Reducido de 4 a 2
+ENQUEUE = int(os.getenv("ENQUEUE", "50")) # Reducido de 200 a 50
+TRANSLATOR_SLEEP_IDLE = float(os.getenv("TRANSLATOR_SLEEP_IDLE", "10")) # Aumentado de 5 a 10
+
+MAX_SRC_TOKENS = int(os.getenv("MAX_SRC_TOKENS", "512"))
+MAX_NEW_TOKENS = int(os.getenv("MAX_NEW_TOKENS", "256"))
+
+NUM_BEAMS_TITLE = int(os.getenv("NUM_BEAMS_TITLE", "1")) # Reducido beams para menos CPU
+NUM_BEAMS_BODY = int(os.getenv("NUM_BEAMS_BODY", "1"))
+
+UNIVERSAL_MODEL = os.getenv("UNIVERSAL_MODEL", "facebook/nllb-200-1.3B")
+DEVICE = os.getenv("DEVICE", "cpu")
+
+TOKENIZERS_PARALLELISM = os.getenv("TOKENIZERS_PARALLELISM", "false")
+PYTHONUNBUFFERED = os.getenv("PYTHONUNBUFFERED", "1")
+PYTORCH_CUDA_ALLOC_CONF = os.getenv("PYTORCH_CUDA_ALLOC_CONF", "")
+
diff --git a/db.py b/db.py
new file mode 100644
index 0000000..82d5a39
--- /dev/null
+++ b/db.py
@@ -0,0 +1,76 @@
+import os
+import psycopg2
+from contextlib import contextmanager
+
+# Database configuration
+DB_HOST = os.environ.get("DB_HOST", "db")
+DB_NAME = os.environ.get("DB_NAME", "rss")
+DB_USER = os.environ.get("DB_USER", "rss")
+DB_PASS = os.environ.get("DB_PASS", "x")
+DB_PORT = os.environ.get("DB_PORT", "5432")
+DB_READ_HOST = os.environ.get("DB_READ_HOST", "db-replica")
+DB_WRITE_HOST = os.environ.get("DB_WRITE_HOST", "db")
+
+@contextmanager
+def get_conn():
+    """Get a database connection (Default: Primary/Write)."""
+    conn = None
+    try:
+        conn = psycopg2.connect(
+            host=DB_HOST,
+            database=DB_NAME,
+            user=DB_USER,
+            password=DB_PASS,
+            port=DB_PORT
+        )
+        yield conn
+    finally:
+        if conn:
+            conn.close()
+
+@contextmanager
+def get_read_conn():
+    """Get a read-only database connection (Replica)."""
+    conn = None
+    try:
+        try:
+            # Attempt to connect to Replica first
+            conn = psycopg2.connect(
+                host=DB_READ_HOST,
+                database=DB_NAME,
+                user=DB_USER,
+                password=DB_PASS,
+                port=DB_PORT,
+                connect_timeout=5
+            )
+        except (psycopg2.OperationalError, psycopg2.InterfaceError) as e:
+            # Fallback to Primary if Replica is down on initial connection
+            print(f"Warning: Replica unreachable ({e}), falling back to Primary for read.")
+            conn = psycopg2.connect(
+                host=DB_WRITE_HOST,
+                database=DB_NAME,
+                user=DB_USER,
+                password=DB_PASS,
+                port=DB_PORT
+            )
+        yield conn
+    finally:
+        if conn:
+            conn.close()
+
+@contextmanager
+def get_write_conn():
+    """Get a write database connection (Primary)."""
+    conn = None
+    try:
+        conn = psycopg2.connect(
+            host=DB_WRITE_HOST,
+            database=DB_NAME,
+            user=DB_USER,
+            password=DB_PASS,
+            port=DB_PORT
+        )
+        yield conn
+    finally:
+        if conn:
+            conn.close()
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..1d1e684
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,790 @@
+services:
+  db:
+    image: postgres:18-alpine
+    container_name: rss2_db
+    shm_size: 4gb
+    environment:
+      POSTGRES_DB: ${POSTGRES_DB:-rss}
+      POSTGRES_USER: ${POSTGRES_USER:-rss}
+      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD}
+      POSTGRES_INITDB_ARGS: "--encoding=UTF8 --locale=C.UTF-8"
+      LANG: C.UTF-8
+      LC_ALL: C.UTF-8
+      TZ: Europe/Madrid
+      PGDATA: /var/lib/postgresql/data/18/main
+    command:
+      [
+        "postgres",
+        "-c",
+        "max_connections=200",
+        "-c",
+        "shared_buffers=4GB",
+        "-c",
+        "effective_cache_size=12GB",
+        "-c",
+        "work_mem=16MB",
+        "-c",
+        "maintenance_work_mem=512MB",
+        "-c",
+        "autovacuum_max_workers=3",
+        "-c",
+        "autovacuum_vacuum_scale_factor=0.02",
+        "-c",
+        "autovacuum_vacuum_cost_limit=1000",
+        # Parallel Query Optimization (Adjusted)
+        "-c",
+        "max_worker_processes=8",
+        "-c",
+        "max_parallel_workers=6",
+        "-c",
+        "max_parallel_workers_per_gather=2",
+        # Streaming Replication
+        "-c",
+        "wal_level=replica",
+        "-c",
+        "max_wal_senders=5",
+        "-c",
+        "wal_keep_size=1GB",
+        "-c",
+        "hot_standby=on"
+      ]
+    volumes:
+      - ./pgdata:/var/lib/postgresql/data
+      - ./init-db:/docker-entrypoint-initdb.d:ro
+    networks:
+      - backend
+    restart: unless-stopped
+    healthcheck:
+      test: [ "CMD-SHELL", "pg_isready -h 127.0.0.1 -p 5432 -U $$POSTGRES_USER -d $$POSTGRES_DB || exit 1" ]
+      interval: 5s
+      timeout: 5s
+      retries: 30
+      start_period: 20s
+    deploy:
+      resources:
+        limits:
+          memory: 8G
+        reservations:
+          memory: 4G
+
+  db-replica:
+    build:
+      context: .
+      dockerfile: Dockerfile.replica
+    container_name: rss2_db_replica
+    shm_size: 2gb
+    environment:
+      POSTGRES_DB: ${POSTGRES_DB:-rss}
+      POSTGRES_USER: ${POSTGRES_USER:-rss}
+      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD}
+      PGDATA: /var/lib/postgresql/data
+      TZ: Europe/Madrid
+    command: [ "postgres", "-c", "max_connections=200", "-c", "shared_buffers=256MB", "-c", "effective_cache_size=2GB", "-c", "hot_standby=on", "-c", "max_worker_processes=16", "-c", "hot_standby_feedback=on", "-c", "max_standby_streaming_delay=300s" ]
+    volumes:
+      - ./pgdata-replica:/var/lib/postgresql/data
+    networks:
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+    healthcheck:
+      test: [ "CMD-SHELL", "pg_isready -h 127.0.0.1 -p 5432 -U rss -d rss || exit 1" ]
+      interval: 5s
+      timeout: 5s
+      retries: 30
+      start_period: 30s
+    deploy:
+      resources:
+        limits:
+          memory: 4G
+        reservations:
+          memory: 2G
+
+  redis:
+    image: redis:7-alpine
+    container_name: rss2_redis
+    environment:
+      TZ: Europe/Madrid
+    # SEGURIDAD: Redis con autenticación
+    command: >
+      redis-server --appendonly yes --maxmemory 512mb --maxmemory-policy allkeys-lru --requirepass ${REDIS_PASSWORD}
+    volumes:
+      - ./redis-data:/data
+      - /etc/timezone:/etc/timezone:ro
+      - /etc/localtime:/etc/localtime:ro
+    networks:
+      - backend
+    restart: unless-stopped
+    healthcheck:
+      test: [ "CMD", "redis-cli", "--no-auth-warning", "-a", "${REDIS_PASSWORD}", "ping" ]
+      interval: 5s
+      timeout: 3s
+      retries: 5
+    deploy:
+      resources:
+        limits:
+          memory: 768M
+        reservations:
+          memory: 512M
+
+  rss-ingestor-go:
+    build:
+      context: ./rss-ingestor-go
+      dockerfile: Dockerfile
+    container_name: rss2_ingestor_go
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      RSS_MAX_WORKERS: 100
+      RSS_POKE_INTERVAL_MIN: 15
+      TZ: Europe/Madrid
+    networks:
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '2'
+          memory: 2G
+        reservations:
+          memory: 512M
+
+  rss-tasks:
+    build: .
+    container_name: rss2_tasks_py
+    command: bash -lc "python -m scheduler"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      REDIS_HOST: redis
+      REDIS_PORT: 6379
+      REDIS_PASSWORD: ${REDIS_PASSWORD}
+      TZ: Europe/Madrid
+    networks:
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+      redis:
+        condition: service_healthy
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '1'
+          memory: 1G
+
+  url-worker:
+    build:
+      context: .
+      dockerfile: Dockerfile.url_worker
+    container_name: rss2_url_worker
+    command: bash -lc "python -m workers.url_worker_daemon"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      DB_READ_HOST: db
+      DB_WRITE_HOST: db
+      TZ: Europe/Madrid
+    networks:
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '2'
+          memory: 2G
+
+  url-discovery-worker:
+    build: .
+    container_name: rss2_url_discovery
+    command: bash -lc "python -m workers.url_discovery_worker"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      URL_DISCOVERY_INTERVAL_MIN: 15
+      URL_DISCOVERY_BATCH_SIZE: 10
+      MAX_FEEDS_PER_URL: 5
+      TZ: Europe/Madrid
+    networks:
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '1'
+          memory: 1G
+
+  # rss-web-go deshabilitado por duplicar funcionalidad
+  # Si es necesario, habilitar pero SIN exposición de puertos
+  # rss-web-go:
+  #   build:
+  #     context: ./rss-web-go
+  #     dockerfile: Dockerfile
+  #   container_name: rss2_web_go
+  #   # SEGURIDAD: Sin exposición de puertos - solo acceso interno
+  #   # ports:
+  #   #   - "8002:8001"
+  #   environment:
+  #     - DB_HOST=db
+  #     - DB_PORT=5432
+  #     - DB_NAME=${DB_NAME:-rss}
+  #     - DB_USER=${DB_USER:-rss}
+  #     - DB_PASS=${DB_PASS}
+  #     - REDIS_HOST=redis
+  #     - REDIS_PORT=6379
+  #     - REDIS_PASSWORD=${REDIS_PASSWORD}
+  #     - PORT=8001
+  #     - TZ=Europe/Madrid
+  #   volumes:
+  #     - ./static:/root/static:ro
+  #     - ./templates:/root/templates:ro
+  #   networks:
+  #     - backend
+  #   depends_on:
+  #     db:
+  #       condition: service_healthy
+  #   restart: unless-stopped
+
+  rss2_web:
+    build: .
+    container_name: rss2_web
+    command: bash -lc "gunicorn --config gunicorn_config.py app:app"
+    volumes:
+      # SEGURIDAD: Código en read-only donde sea posible
+      - ./app.py:/app/app.py:ro
+      - ./routers:/app/routers:ro
+      - ./models:/app/models:ro
+      - ./utils:/app/utils:ro
+      - ./templates:/app/templates:ro
+      - ./static:/app/static:ro
+      - ./config.py:/app/config.py:ro
+      - ./db.py:/app/db.py:ro
+      - ./cache.py:/app/cache.py:ro
+      - ./gunicorn_config.py:/app/gunicorn_config.py:ro
+      # Directorios escribibles
+      - ./hf_cache:/app/hf_cache
+      - ./data:/app/data
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      DB_READ_HOST: db
+      DB_WRITE_HOST: db
+      REDIS_HOST: redis
+      REDIS_PORT: 6379
+      REDIS_PASSWORD: ${REDIS_PASSWORD}
+      QDRANT_HOST: qdrant
+      QDRANT_PORT: 6333
+      QDRANT_COLLECTION_NAME: ${QDRANT_COLLECTION_NAME:-news_vectors}
+      EMB_MODEL: ${EMB_MODEL:-sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2}
+      SECRET_KEY: ${SECRET_KEY}
+      GUNICORN_WORKERS: 8
+      ALLTALK_URL: http://host.docker.internal:7851
+      TZ: Europe/Madrid
+    extra_hosts:
+      - "host.docker.internal:host-gateway"
+    networks:
+      - frontend
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+      # db-replica:
+      #   condition: service_healthy
+      redis:
+        condition: service_healthy
+      qdrant:
+        condition: service_started
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '8'
+          memory: 8G
+        reservations:
+          memory: 4G
+
+  nginx:
+    image: nginx:alpine
+    container_name: rss2_nginx
+    environment:
+      TZ: Europe/Madrid
+    ports:
+      # ÚNICO puerto expuesto públicamente
+      - "8001:80"
+    volumes:
+      - ./nginx.conf:/etc/nginx/nginx.conf:ro
+      - ./static:/app/static:ro
+      - /etc/timezone:/etc/timezone:ro
+      - /etc/localtime:/etc/localtime:ro
+    networks:
+      - frontend
+    depends_on:
+      - rss2_web
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '2'
+          memory: 512M
+
+  translator:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    image: rss2-translator:latest
+    container_name: rss2_translator_py
+    command: bash -lc "python -m workers.translation_worker"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      TARGET_LANGS: es
+      TRANSLATOR_BATCH: 128
+      ENQUEUE: 300
+      # CTranslate2 configuration
+      CT2_MODEL_PATH: /app/models/nllb-ct2
+      CT2_DEVICE: cuda
+      CT2_COMPUTE_TYPE: int8_float16
+      UNIVERSAL_MODEL: facebook/nllb-200-distilled-600M
+      HF_HOME: /app/hf_cache
+      TZ: Europe/Madrid
+    volumes:
+      - ./hf_cache:/app/hf_cache
+      - ./models:/app/models
+    networks:
+      - backend
+    deploy:
+      resources:
+        limits:
+          memory: 8G
+        reservations:
+          devices:
+            - driver: nvidia
+              count: 1
+              capabilities: [ gpu ]
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+
+  translator2:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    image: rss2-translator2:latest
+    container_name: rss2_translator_py2
+    command: bash -lc "python -m workers.translation_worker"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      TARGET_LANGS: es
+      TRANSLATOR_BATCH: 128
+      ENQUEUE: 300
+      CT2_MODEL_PATH: /app/models/nllb-ct2
+      CT2_DEVICE: cuda
+      CT2_COMPUTE_TYPE: int8_float16
+      UNIVERSAL_MODEL: facebook/nllb-200-distilled-600M
+      HF_HOME: /app/hf_cache
+      TZ: Europe/Madrid
+    volumes:
+      - ./hf_cache:/app/hf_cache
+      - ./models:/app/models
+    networks:
+      - backend
+    deploy:
+      resources:
+        limits:
+          memory: 8G
+        reservations:
+          devices:
+            - driver: nvidia
+              count: 1
+              capabilities: [ gpu ]
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+
+  translator3:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    image: rss2-translator3:latest
+    container_name: rss2_translator_py3
+    command: bash -lc "python -m workers.translation_worker"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      TARGET_LANGS: es
+      TRANSLATOR_BATCH: 128
+      ENQUEUE: 300
+      CT2_MODEL_PATH: /app/models/nllb-ct2
+      CT2_DEVICE: cuda
+      CT2_COMPUTE_TYPE: int8_float16
+      UNIVERSAL_MODEL: facebook/nllb-200-distilled-600M
+      HF_HOME: /app/hf_cache
+    volumes:
+      - ./hf_cache:/app/hf_cache
+      - ./models:/app/models
+    networks:
+      - backend
+    deploy:
+      resources:
+        limits:
+          memory: 8G
+        reservations:
+          devices:
+            - driver: nvidia
+              count: 1
+              capabilities: [ gpu ]
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+
+  embeddings:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    container_name: rss2_embeddings_py
+    command: bash -lc "python -m workers.embeddings_worker"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      EMB_MODEL: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
+      EMB_BATCH: 64
+      EMB_SLEEP_IDLE: 5
+      EMB_LANGS: es
+      EMB_LIMIT: 1000
+      DEVICE: cuda
+      HF_HOME: /app/hf_cache
+      TZ: Europe/Madrid
+    volumes:
+      - ./hf_cache:/app/hf_cache
+    networks:
+      - backend
+    deploy:
+      resources:
+        limits:
+          memory: 6G
+        reservations:
+          devices:
+            - driver: nvidia
+              count: 1
+              capabilities: [ gpu ]
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+
+  related:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    container_name: rss2_related_py
+    command: bash -lc "python -m workers.related_worker"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      RELATED_WINDOW_H: 168
+      TZ: Europe/Madrid
+    networks:
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '1'
+          memory: 1G
+
+  cluster:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    container_name: rss2_cluster_py
+    command: bash -lc "python -m workers.cluster_worker"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      EVENT_DIST_THRESHOLD: 0.35
+      EMB_MODEL: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
+      TZ: Europe/Madrid
+    networks:
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '2'
+          memory: 2G
+
+  ner:
+    build: .
+    container_name: rss2_ner
+    command: bash -lc "python -m workers.ner_worker"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      NER_LANG: es
+      NER_BATCH: 64
+      HF_HOME: /app/hf_cache
+      TZ: Europe/Madrid
+    volumes:
+      - ./hf_cache:/app/hf_cache
+    networks:
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '2'
+          memory: 2G
+
+  topics:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    container_name: rss2_topics_worker
+    command: bash -lc "python -m workers.topics_worker"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      TZ: Europe/Madrid
+    networks:
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '1'
+          memory: 1G
+
+  qdrant:
+    image: qdrant/qdrant:latest
+    container_name: rss2_qdrant
+    environment:
+      TZ: Europe/Madrid
+      QDRANT__SERVICE__GRPC_PORT: 6334
+    # SEGURIDAD: Puertos NO expuestos - solo acceso interno
+    # ports:
+    #   - "6333:6333"
+    #   - "6334:6334"
+    volumes:
+      - ./qdrant_storage:/qdrant/storage
+      - /etc/timezone:/etc/timezone:ro
+      - /etc/localtime:/etc/localtime:ro
+    networks:
+      - backend
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '4'
+          memory: 4G
+        reservations:
+          memory: 2G
+
+  qdrant-worker:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    container_name: rss2_qdrant_worker
+    command: bash -lc "python -m workers.qdrant_worker"
+    environment:
+      DB_HOST: db
+      DB_PORT: 5432
+      DB_NAME: ${DB_NAME:-rss}
+      DB_USER: ${DB_USER:-rss}
+      DB_PASS: ${DB_PASS}
+      DB_READ_HOST: db
+      DB_WRITE_HOST: db
+      QDRANT_HOST: qdrant
+      QDRANT_PORT: 6333
+      QDRANT_COLLECTION_NAME: ${QDRANT_COLLECTION_NAME:-news_vectors}
+      EMB_MODEL: ${EMB_MODEL:-sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2}
+      EMB_DEVICE: cpu
+      QDRANT_BATCH_SIZE: ${QDRANT_BATCH_SIZE:-100}
+      QDRANT_SLEEP_IDLE: ${QDRANT_SLEEP_IDLE:-30}
+      HF_HOME: /app/hf_cache
+      TZ: Europe/Madrid
+    volumes:
+      - ./hf_cache:/app/hf_cache
+    networks:
+      - backend
+    depends_on:
+      db:
+        condition: service_healthy
+      # db-replica:
+      #   condition: service_healthy
+      qdrant:
+        condition: service_started
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '2'
+          memory: 4G
+
+  # ==================================================================================
+  # MONITORING STACK - SECURED
+  # ==================================================================================
+
+  prometheus:
+    image: prom/prometheus:latest
+    container_name: rss2_prometheus
+    volumes:
+      - ./monitoring/prometheus.yml:/etc/prometheus/prometheus.yml:ro
+      - prometheus_data:/prometheus
+    command:
+      - '--config.file=/etc/prometheus/prometheus.yml'
+      - '--storage.tsdb.path=/prometheus'
+      - '--web.console.libraries=/usr/share/prometheus/console_libraries'
+      - '--web.console.templates=/usr/share/prometheus/consoles'
+    # SEGURIDAD: Sin exposición de puertos - acceso solo vía Grafana o túnel SSH
+    # ports:
+    #   - "9090:9090"
+    networks:
+      - monitoring
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '1'
+          memory: 2G
+
+  grafana:
+    image: grafana/grafana:latest
+    container_name: rss2_grafana
+    # SEGURIDAD: Acceso solo en localhost o vía túnel SSH
+    # Para acceso remoto, usar túnel SSH: ssh -L 3001:localhost:3001 user@server
+    ports:
+      - "127.0.0.1:3001:3000"
+    environment:
+      # SEGURIDAD: Cambiar este password en producción
+      - GF_SECURITY_ADMIN_PASSWORD=${GRAFANA_PASSWORD:-change_this_password}
+      - GF_USERS_ALLOW_SIGN_UP=false
+      - GF_SERVER_ROOT_URL=http://localhost:3001
+      - GF_SECURITY_COOKIE_SECURE=false
+      - GF_SECURITY_COOKIE_SAMESITE=lax
+    volumes:
+      - grafana_data:/var/lib/grafana
+    networks:
+      - monitoring
+    depends_on:
+      - prometheus
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '1'
+          memory: 1G
+
+  cadvisor:
+    image: gcr.io/cadvisor/cadvisor:latest
+    container_name: rss2_cadvisor
+    # SEGURIDAD: Sin exposición de puertos - solo acceso interno
+    # ports:
+    #   - "8081:8080"
+    volumes:
+      - /:/rootfs:ro
+      - /var/run:/var/run:ro
+      - /sys:/sys:ro
+      - /var/lib/docker/:/var/lib/docker:ro
+      - /dev/disk/:/dev/disk:ro
+    devices:
+      - /dev/kmsg
+    networks:
+      - monitoring
+    restart: unless-stopped
+    deploy:
+      resources:
+        limits:
+          cpus: '0.5'
+          memory: 512M
+
+# ==================================================================================
+# REDES SEGMENTADAS
+# ==================================================================================
+networks:
+  # Red frontal - Solo nginx y web app
+  frontend:
+    name: rss2_frontend
+    driver: bridge
+    internal: false
+
+  # Red backend - Base de datos, workers, redis, qdrant
+  backend:
+    name: rss2_backend
+    driver: bridge
+    internal: false # Acceso externo permitido (necesario para ingestor)
+
+  # Red de monitoreo - Prometheus, Grafana, cAdvisor
+  monitoring:
+    name: rss2_monitoring
+    driver: bridge
+    internal: true
+
+volumes:
+  prometheus_data:
+  grafana_data:
diff --git a/docs/FEED_DISCOVERY.md b/docs/FEED_DISCOVERY.md
new file mode 100644
index 0000000..d562588
--- /dev/null
+++ b/docs/FEED_DISCOVERY.md
@@ -0,0 +1,391 @@
+# Sistema de Descubrimiento y Gestión de Feeds RSS
+
+Este documento describe el sistema mejorado de descubrimiento automático y gestión de feeds RSS implementado en RSS2.
+
+## 📋 Visión General
+
+El sistema ahora incluye dos mecanismos para gestionar feeds RSS:
+
+1. **Gestión Manual Mejorada**: Interfaz web para descubrir y añadir feeds desde cualquier URL
+2. **Worker Automático**: Proceso en segundo plano que descubre feeds desde URLs almacenadas
+
+## 🎯 Componentes del Sistema
+
+### 1. Utilidad de Descubrimiento (`utils/feed_discovery.py`)
+
+Módulo Python que proporciona funciones para:
+
+- **`discover_feeds(url)`**: Descubre automáticamente todos los feeds RSS/Atom desde una URL
+- **`validate_feed(feed_url)`**: Valida un feed y extrae su información básica
+- **`get_feed_metadata(feed_url)`**: Obtiene metadatos detallados de un feed
+
+```python
+from utils.feed_discovery import discover_feeds
+
+# Descubrir feeds desde una URL
+feeds = discover_feeds('https://elpais.com')
+# Retorna: [{'url': '...', 'title': '...', 'valid': True, ...}, ...]
+```
+
+### 2. Router de Feeds Mejorado (`routers/feeds.py`)
+
+Nuevos endpoints añadidos:
+
+#### Interfaz Web
+- **`GET/POST /feeds/discover`**: Interfaz para descubrir feeds desde una URL
+  - Muestra todos los feeds encontrados
+  - Permite seleccionar cuáles añadir
+  - Aplica configuración global (categoría, país, idioma)
+
+- **`POST /feeds/discover_and_add`**: Añade múltiples feeds seleccionados
+  - Extrae automáticamente título y descripción
+  - Evita duplicados
+  - Muestra estadísticas de feeds añadidos
+
+#### API JSON
+- **`POST /feeds/api/discover`**: API para descubrir feeds
+  ```json
+  {
+    "url": "https://example.com"
+  }
+  ```
+  Retorna:
+  ```json
+  {
+    "feeds": [...],
+    "count": 5
+  }
+  ```
+
+- **`POST /feeds/api/validate`**: API para validar un feed específico
+  ```json
+  {
+    "url": "https://example.com/rss"
+  }
+  ```
+
+### 3. Worker de Descubrimiento (`workers/url_discovery_worker.py`)
+
+Worker automático que:
+
+1. **Procesa URLs de la tabla `fuentes_url`**
+   - Prioriza URLs nunca procesadas
+   - Reintenta URLs con errores
+   - Actualiza URLs antiguas
+
+2. **Descubre y Crea Feeds Automáticamente**
+   - Encuentra todos los feeds RSS en cada URL
+   - Valida cada feed encontrado
+   - Crea entradas en la tabla `feeds`
+   - Evita duplicados
+
+3. **Gestión de Estado**
+   - Actualiza `last_check`, `last_status`, `status_message`
+   - Maneja errores gracefully
+   - Registra estadísticas detalladas
+
+#### Configuración del Worker
+
+Variables de entorno:
+
+```bash
+# Intervalo de ejecución (minutos)
+URL_DISCOVERY_INTERVAL_MIN=15
+
+# Número de URLs a procesar por ciclo
+URL_DISCOVERY_BATCH_SIZE=10
+
+# Máximo de feeds a crear por URL
+MAX_FEEDS_PER_URL=5
+```
+
+#### Estados de URLs en `fuentes_url`
+
+| Estado | Descripción |
+|--------|-------------|
+| `success` | Feeds creados exitosamente |
+| `existing` | Feeds encontrados pero ya existían |
+| `no_feeds` | No se encontraron feeds RSS |
+| `no_valid_feeds` | Se encontraron feeds pero ninguno válido |
+| `error` | Error al procesar la URL |
+
+## 🚀 Uso del Sistema
+
+### Método 1: Interfaz Web Manual
+
+1. **Navega a `/feeds/discover`**
+2. **Ingresa una URL** (ej: `https://elpais.com`)
+3. **Haz clic en "Buscar Feeds"**
+4. El sistema mostrará todos los feeds encontrados con:
+   - Estado de validación
+   - Título y descripción
+   - Número de entradas
+   - Tipo de feed (RSS/Atom)
+5. **Configura opciones globales**:
+   - Categoría
+   - País
+   - Idioma
+6. **Selecciona los feeds deseados** y haz clic en "Añadir Feeds Seleccionados"
+
+### Método 2: Worker Automático
+
+1. **Añade URLs a la tabla `fuentes_url`**:
+   ```sql
+   INSERT INTO fuentes_url (nombre, url, categoria_id, pais_id, idioma, active)
+   VALUES ('El País', 'https://elpais.com', 1, 1, 'es', TRUE);
+   ```
+
+2. **El worker procesará automáticamente**:
+   - Cada 15 minutos (configurable)
+   - Descubrirá todos los feeds
+   - Creará entradas en `feeds`
+   - Actualizará el estado
+
+3. **Monitorea el progreso**:
+   ```sql
+   SELECT nombre, url, last_check, last_status, status_message
+   FROM fuentes_url
+   ORDER BY last_check DESC;
+   ```
+
+### Método 3: Interfaz de URLs (Existente)
+
+Usa la interfaz web existente en `/urls/add_source` para añadir URLs que serán procesadas por el worker.
+
+## 🔄 Flujo de Trabajo Completo
+
+```
+┌─────────────────┐
+│  Usuario añade  │
+│  URL del sitio  │
+└────────┬────────┘
+         │
+         v
+┌─────────────────────────┐
+│  URL guardada en        │
+│  tabla fuentes_url      │
+└────────┬────────────────┘
+         │
+         v
+┌─────────────────────────┐
+│  Worker ejecuta cada    │
+│  15 minutos             │
+└────────┬────────────────┘
+         │
+         v
+┌─────────────────────────┐
+│  Descubre feeds RSS     │
+│  usando feedfinder2     │
+└────────┬────────────────┘
+         │
+         v
+┌─────────────────────────┐
+│  Valida cada feed       │
+│  encontrado             │
+└────────┬────────────────┘
+         │
+         v
+┌─────────────────────────┐
+│  Crea entradas en       │
+│  tabla feeds            │
+└────────┬────────────────┘
+         │
+         v
+┌─────────────────────────┐
+│  Ingestor Go procesa    │
+│  feeds cada 15 minutos  │
+└────────┬────────────────┘
+         │
+         v
+┌─────────────────────────┐
+│  Noticias descargadas   │
+│  y procesadas           │
+└─────────────────────────┘
+```
+
+## 📊 Tablas de Base de Datos
+
+### `fuentes_url`
+Almacena URLs de sitios web para descubrimiento automático:
+
+```sql
+CREATE TABLE fuentes_url (
+    id SERIAL PRIMARY KEY,
+    nombre VARCHAR(255) NOT NULL,
+    url TEXT NOT NULL UNIQUE,
+    categoria_id INTEGER REFERENCES categorias(id),
+    pais_id INTEGER REFERENCES paises(id),
+    idioma CHAR(2) DEFAULT 'es',
+    last_check TIMESTAMP,
+    last_status VARCHAR(50),
+    status_message TEXT,
+    last_http_code INTEGER,
+    active BOOLEAN DEFAULT TRUE
+);
+```
+
+### `feeds`
+Almacena feeds RSS descubiertos y validados:
+
+```sql
+CREATE TABLE feeds (
+    id SERIAL PRIMARY KEY,
+    nombre VARCHAR(255),
+    descripcion TEXT,
+    url TEXT NOT NULL UNIQUE,
+    categoria_id INTEGER REFERENCES categorias(id),
+    pais_id INTEGER REFERENCES paises(id),
+    idioma CHAR(2),
+    activo BOOLEAN DEFAULT TRUE,
+    fallos INTEGER DEFAULT 0,
+    last_etag TEXT,
+    last_modified TEXT,
+    last_error TEXT
+);
+```
+
+## ⚙️ Configuración del Sistema
+
+### Variables de Entorno
+
+Añade al archivo `.env`:
+
+```bash
+# RSS Ingestor
+RSS_POKE_INTERVAL_MIN=15        # Intervalo de ingesta (minutos)
+RSS_MAX_FAILURES=10             # Fallos máximos antes de desactivar feed
+RSS_FEED_TIMEOUT=60             # Timeout para descargar feeds (segundos)
+
+# URL Discovery Worker
+URL_DISCOVERY_INTERVAL_MIN=15   # Intervalo de descubrimiento (minutos)
+URL_DISCOVERY_BATCH_SIZE=10     # URLs a procesar por ciclo
+MAX_FEEDS_PER_URL=5             # Máximo de feeds por URL
+```
+
+### Docker Compose
+
+El worker ya está configurado en `docker-compose.yml`:
+
+```yaml
+url-discovery-worker:
+  build: .
+  container_name: rss2_url_discovery
+  command: bash -lc "python -m workers.url_discovery_worker"
+  environment:
+    DB_HOST: db
+    URL_DISCOVERY_INTERVAL_MIN: 15
+    URL_DISCOVERY_BATCH_SIZE: 10
+    MAX_FEEDS_PER_URL: 5
+  depends_on:
+    db:
+      condition: service_healthy
+  restart: unless-stopped
+```
+
+## 🔧 Comandos Útiles
+
+### Ver logs del worker de descubrimiento
+```bash
+docker logs -f rss2_url_discovery
+```
+
+### Reiniciar el worker
+```bash
+docker restart rss2_url_discovery
+```
+
+### Ejecutar manualmente el worker (testing)
+```bash
+docker exec -it rss2_url_discovery python -m workers.url_discovery_worker
+```
+
+### Ver estadísticas de descubrimiento
+```sql
+-- URLs procesadas recientemente
+SELECT nombre, url, last_check, last_status, status_message
+FROM fuentes_url
+WHERE last_check > NOW() - INTERVAL '1 day'
+ORDER BY last_check DESC;
+
+-- Feeds creados recientemente
+SELECT nombre, url, fecha_creacion
+FROM feeds
+WHERE fecha_creacion > NOW() - INTERVAL '1 day'
+ORDER BY fecha_creacion DESC;
+```
+
+## 🛠️ Troubleshooting
+
+### El worker no encuentra feeds
+
+1. Verifica que la URL sea accesible:
+   ```bash
+   curl -I https://example.com
+   ```
+
+2. Verifica los logs del worker:
+   ```bash
+   docker logs rss2_url_discovery
+   ```
+
+3. Prueba manualmente el descubrimiento:
+   ```python
+   from utils.feed_discovery import discover_feeds
+   feeds = discover_feeds('https://example.com')
+   print(feeds)
+   ```
+
+### Feeds duplicados
+
+El sistema previene duplicados usando `ON CONFLICT (url) DO NOTHING`. Si un feed ya existe, simplemente se omite.
+
+### Worker consume muchos recursos
+
+Ajusta las configuraciones:
+
+```bash
+# Reduce el batch size
+URL_DISCOVERY_BATCH_SIZE=5
+
+# Aumenta el intervalo
+URL_DISCOVERY_INTERVAL_MIN=30
+
+# Reduce feeds por URL
+MAX_FEEDS_PER_URL=3
+```
+
+## 📝 Mejores Prácticas
+
+1. **Añade URLs de sitios, no feeds directos**
+   - ✅ `https://elpais.com`
+   - ❌ `https://elpais.com/rss/feed.xml`
+
+2. **Configura categoría y país correctamente**
+   - Facilita la organización
+   - Mejora la experiencia del usuario
+
+3. **Monitorea el estado de las URLs**
+   - Revisa periódicamente `fuentes_url`
+   - Desactiva URLs que fallan consistentemente
+
+4. **Limita el número de feeds por URL**
+   - Evita sobrecarga de feeds similares
+   - Mantén `MAX_FEEDS_PER_URL` entre 3-5
+
+## 🎉 Ventajas del Sistema
+
+✅ **Automatización completa**: Solo añade URLs, el sistema hace el resto
+✅ **Descubrimiento inteligente**: Encuentra todos los feeds disponibles
+✅ **Validación automática**: Solo crea feeds válidos y funcionales
+✅ **Sin duplicados**: Gestión inteligente de feeds existentes
+✅ **Escalable**: Procesa múltiples URLs en lotes
+✅ **Resiliente**: Manejo robusto de errores y reintentos
+✅ **Monitoreable**: Logs detallados y estados claros
+
+## 📚 Referencias
+
+- **feedfinder2**: https://github.com/dfm/feedfinder2
+- **feedparser**: https://feedparser.readthedocs.io/
+- **Tabla fuentes_url**: `/init-db/01.schema.sql`
+- **Worker**: `/workers/url_discovery_worker.py`
+- **Utilidades**: `/utils/feed_discovery.py`
diff --git a/docs/PARRILLAS_VIDEOS.md b/docs/PARRILLAS_VIDEOS.md
new file mode 100644
index 0000000..b3285f5
--- /dev/null
+++ b/docs/PARRILLAS_VIDEOS.md
@@ -0,0 +1,223 @@
+# 🎬 Sistema de Parrillas de Videos Automatizados
+
+## 📋 Descripción
+
+Este sistema permite generar videos automáticos de noticias filtradas según diferentes criterios:
+- **Por País**: Noticias de Bulgaria, España, Estados Unidos, etc.
+- **Por Categoría**: Ciencia, Tecnología, Deport, Política, etc.
+- **Por Entidad**: Personas u organizaciones específicas (ej: "Donald Trump", "OpenAI")
+- **Por Continente**: Europa, Asia, América, etc.
+
+## 🎯 Características
+
+### ✅ Sistema Implementado
+
+1. **Base de Datos**
+   - Tabla `video_parrillas`: Configuraciones de parrillas
+   - Tabla `video_generados`: Registro de videos creados
+   - Tabla `video_noticias`: Relación entre videos y noticias
+
+2. **API REST**
+   - `GET /parrillas/` - Listado de parrillas
+   - `GET /parrillas/<id>` - Detalle de parrilla
+   - `POST /parrillas/nueva` - Crear parrilla
+   - `GET /parrillas/api/<id>/preview` - Preview de noticias
+   - `POST /parrillas/api/<id>/generar` - Generar video
+   - `POST /parrillas/api/<id>/toggle` - Activar/desactivar
+   - `DELETE /parrillas/api/<id>` - Eliminar parrilla
+
+3. **Generador de Videos**
+   - Script: `generar_videos_noticias.py`
+   - Integración con AllTalk TTS
+   - Generación automática de subtítulos SRT
+   - Soporte para múltiples idiomas
+
+## 🚀 Uso Rápido
+
+### 1. Crear una Parrilla
+
+```bash
+# Acceder a la interfaz web
+http://localhost:8001/parrillas/
+
+# O usar SQL directo
+docker-compose exec -T db psql -U rss -d rss -c "
+INSERT INTO video_parrillas (nombre, descripcion, tipo_filtro, pais_id, max_noticias, frecuencia, activo)
+VALUES ('Noticias de Bulgaria', 'Resumen diario de noticias de Bulgaria', 'pais', 
+        (SELECT id FROM paises WHERE nombre = 'Bulgaria'), 5, 'daily', true);
+"
+```
+
+### 2. Generar Video Manualmente
+
+```bash
+# Generar video para parrilla con ID 1
+docker-compose exec web python generar_videos_noticias.py 1
+```
+
+### 3. Generación Automática (Diaria)
+
+```bash
+# Procesar todas las parrillas activas con frecuencia 'daily'
+docker-compose exec web python generar_videos_noticias.py
+```
+
+## 📝 Ejemplos de Parrillas
+
+### Ejemplo 1: Noticias de Ciencia en Europa
+
+```sql
+INSERT INTO video_parrillas (
+    nombre, descripcion, tipo_filtro,
+    categoria_id, continente_id,
+    max_noticias, duracion_maxima, idioma_voz,
+    frecuencia, activo
+) VALUES (
+    'Ciencia en Europa',
+    'Las últimas noticias científicas de Europa',
+    'categoria',
+    (SELECT id FROM categorias WHERE nombre ILIKE '%ciencia%'),
+    (SELECT id FROM continentes WHERE nombre = 'Europa'),
+    7, 300, 'es',
+    'daily', true
+);
+```
+
+### Ejemplo 2: Noticias sobre una Persona
+
+```sql
+INSERT INTO video_parrillas (
+    nombre, descripcion, tipo_filtro,
+    entidad_nombre, entidad_tipo,
+    max_noticias, idioma_voz,
+    frecuencia, activo
+) VALUES (
+    'Donald Trump en las Noticias',
+    'Todas las menciones de Donald Trump',
+    'entidad',
+    'Donald Trump', 'persona',
+    10, 'es',
+    'daily', true
+);
+```
+
+### Ejemplo 3: Noticias de Tecnología
+
+```sql
+INSERT INTO video_parrillas (
+    nombre, descripcion, tipo_filtro,
+    categoria_id,
+    max_noticias, idioma_voz,
+    include_subtitles, template,
+    frecuencia, activo
+) VALUES (
+    'Tech News Daily',
+    'Resumen diario de tecnología',
+    'categoria',
+    (SELECT id FROM categorias WHERE nombre ILIKE '%tecnolog%'),
+    8, 'es',
+    true, 'modern',
+    'daily', true
+);
+```
+
+## 🔧 Configuración Avanzada
+
+### Opciones de Parrilla
+
+| Campo | Tipo | Descripción |
+|-------|------|-------------|
+| `nombre` | string | Nombre único de la parrilla |
+| `descripcion` | text | Descripción detallada |
+| `tipo_filtro` | enum | 'pais', 'categoria', 'entidad', 'continente', 'custom' |
+| `pais_id` | int | ID del país (si tipo_filtro='pais') |
+| `categoria_id` | int | ID de categoría |
+| `continente_id` | int | ID de continente |
+| `entidad_nombre` | string | Nombre de persona/organización |
+| `entidad_tipo` | string | 'persona' o 'organizacion' |
+| `max_noticias` | int | Máximo de noticias por video (default: 5) |
+| `duracion_maxima` | int | Duración máxima en segundos (default: 180) |
+| `idioma_voz` | string | Idioma del TTS ('es', 'en', etc.) |
+| `template` | string | 'standard', 'modern', 'minimal' |
+| `include_images` | bool | Incluir imágenes en el video |
+| `include_subtitles` | bool | Generar subtítulos SRT |
+| `frecuencia` | string | 'daily', 'weekly', 'manual' |
+
+### Configuración de AllTalk
+
+El sistema utiliza AllTalk para generar la narración con voz. Configurar en docker-compose.yml:
+
+```yaml
+environment:
+  ALLTALK_URL: http://alltalk:7851
+```
+
+## 📊 Estructura de Archivos Generados
+
+```
+data/
+  videos/
+    <video_id>/
+      script.txt          # Libreto completo del video
+      audio.wav           # Audio generado con TTS
+      subtitles.srt       # Subtítulos (si enabled)
+      metadata.json       # Metadata del video
+```
+
+## 🔄 Workflow de Generación
+
+1. **Consulta de Noticias**: Filtra noticias según criterios de la parrilla
+2. **Construcción de Script**: Genera libreto narrativo
+3. **Síntesis de Voz**: Envía texto a AllTalk TTS
+4. **Generación de Subtítulos**: Crea archivo SRT con timestamps
+5. **Registro en BD**: Guarda paths y metadata en `video_generados`
+6. **Relación de Noticias**: Vincula noticias incluidas en `video_noticias`
+
+## 🎨 Próximas Mejoras
+
+- [ ] Integración con generador de videos (combinar audio + imágenes)
+- [ ] Templates visuales personalizados
+- [ ] Transiciones entre noticias
+- [ ] Música de fondo
+- [ ] Logo/branding personalizado
+- [ ] Exportación directa a YouTube/TikTok
+- [ ] Programación automática con cron
+- [ ] Dashboard de analíticas de videos
+- [ ] Sistema de thumbnails automáticos
+
+## 🐛 Troubleshooting
+
+### Error: "No hay noticias disponibles"
+- Verificar que existan noticias traducidas (`traducciones.status = 'done'`)
+- Ajustar filtros de la parrilla
+- Verificar rango de fechas (por defecto últimas 24h)
+
+### Error en AllTalk TTS
+- Verificar que el servicio AllTalk esté corriendo
+- Revisar URL en variable de entorno `ALLTALK_URL`
+- Comprobar logs: `docker-compose logs alltalk`
+
+### Video no se genera
+- Revisar estado en tabla `video_generados`
+- Ver columna `error_message` si `status = 'error'`
+- Verificar permisos en directorio `/app/data/videos`
+
+## 📞 Soporte
+
+Para problemas o sugerencias, revisar los logs:
+
+```bash
+# Logs del generador
+docker-compose exec web python generar_videos_noticias.py <id> 2>&1 | tee video_generation.log
+
+# Ver videos en cola
+docker-compose exec -T db psql -U rss -d rss -c "
+SELECT id, parrilla_id, titulo, status, fecha_generacion 
+FROM video_generados 
+ORDER BY fecha_generacion DESC LIMIT 10;
+"
+```
+
+## 📄 Licencia
+
+Este módulo es parte del sistema RSS2 News Aggregator.
diff --git a/docs/PROCESO_COMPLETO_FEEDS.md b/docs/PROCESO_COMPLETO_FEEDS.md
new file mode 100644
index 0000000..5956453
--- /dev/null
+++ b/docs/PROCESO_COMPLETO_FEEDS.md
@@ -0,0 +1,426 @@
+# 📖 PROCESO COMPLETO: Descubrimiento y Gestión de Feeds RSS
+
+## 🎯 Problema Resuelto
+
+**Pregunta:** ¿Cómo asigno país y categoría a los feeds descubiertos automáticamente?
+
+**Respuesta:** El sistema ahora usa un flujo inteligente de 3 niveles:
+
+1. **Auto-aprobación** (feeds con categoría/país)
+2. **Revisión manual** (feeds sin metadata completa)
+3. **Análisis automático** (sugerencias inteligentes)
+
+---
+
+## 🔄 FLUJO COMPLETO DEL SISTEMA
+
+### Paso 1: Añadir URL Fuente
+
+Tienes 2 opciones para añadir URLs:
+
+#### Opción A: Con Categoría y País (AUTO-APROBACIÓN)
+```sql
+INSERT INTO fuentes_url (nombre, url, categoria_id, pais_id, idioma, active)
+VALUES ('El País', 'https://elpais.com', 1, 44, 'es', TRUE);
+--                                        ^     ^
+--                             categoria_id    pais_id
+```
+
+✅ **Resultado**: Feeds se crean **AUTOMÁTICAMENTE** y se activan
+- Worker descubre feeds
+- Hereda categoría (1) y país (44) del padre
+- Crea feeds en tabla `feeds` directam ente
+- Ingestor empieza a descargar noticias
+
+#### Opción B: Sin Categoría o País (REQUIERE REVISIÓN)
+```sql
+INSERT INTO fuentes_url (nombre, url, active)
+VALUES ('BBC News', 'https://www.bbc.com/news', TRUE);
+--      Sin categoria_id ni pais_id
+```
+
+⚠️ **Resultado**: Feeds van a **REVISIÓN MANUAL**
+- Worker descubre feeds
+- Analiza automáticamente:
+  - Detecta país desde dominio (.com → Reino Unido)
+  - Detecta idioma (en)
+  - Sugiere categoría ("Internacional")
+- Crea feeds en tabla `feeds_pending`
+- **ESPERA APROBACIÓN MANUAL** antes de activar
+
+---
+
+### Paso 2: Worker Descubre Feeds (cada 15 min)
+
+El worker `url_discovery_worker` ejecuta automaticamente:
+
+```
+1. Lee fuentes_url activas
+2. Para cada URL:
+   a. Descubre todos los feeds RSS
+   b. Valida cada feed
+   c. Analiza metadata:
+      - Idioma del feed
+      - País (desde dominio: .es, .uk, .fr, etc.)
+      - Categoría sugerida (keywords en título/descripción)
+   
+   d. DECIDE EL FLUJO:
+      
+      ┌─────────────────────────────────────┐
+      │ ¿Parent tiene categoria_id Y pais_id? │
+      └──────────┬──────────────────────────┘
+                 │
+        ┌────────┴────────┐
+        │ SÍ              │ NO
+        ▼                 ▼
+  ┌──────────────┐   ┌─────────────────┐
+  │ AUTO-APROBAR │   │ REQUIERE REVISIÓN│
+  └───────┬──────┘   └─────────┬───────┘
+          │                    │
+          ▼                    ▼
+    tabla: feeds        tabla: feeds_pending
+    activo: TRUE        reviewed: FALSE
+    ✅ Listo para       ⏳ Espera aprobación
+       ingestor
+```
+
+---
+
+### Paso 3A: Feeds AUTO-APROBADOS
+
+Si la URL padre tiene `categoria_id` y `pais_id`:
+
+```sql
+-- Ejemplo: URL con metadata completa
+fuentes_url: 
+  id=1, url='https://elpais.com', 
+  categoria_id=1 (Noticias), 
+  pais_id=44 (España)
+
+↓ Worker descubre 3 feeds:
+  - https://elpais.com/rss/portada.xml
+  - https://elpais.com/rss/internacional.xml
+  - https://elpais.com/rss/deportes.xml
+
+↓ Se crean DIRECTAMENTE en tabla feeds:
+INSERT INTO feeds (nombre, url, categoria_id, pais_id, activo)
+VALUES 
+  ('El País - Portada', 'https://elpais.com/rss/portada.xml', 1, 44, TRUE),
+  ('El País - Internacional', 'https://elpais.com/rss/internacional.xml', 1, 44, TRUE),
+  ('El País - Deportes', 'https://elpais.com/rss/deportes.xml', 1, 44, TRUE);
+
+✅ Feeds están ACTIVOS inmediatamente
+✅ Ingestor Go los procesa en siguiente ciclo (15 min)
+✅ Noticias empiezan a llegar
+```
+
+---
+
+### Paso 3B: Feeds PENDIENTES (requieren revisión)
+
+Si la URL padre NO tiene `categoria_id` o `pais_id`:
+
+```sql
+-- Ejemplo: URL sin metadata
+fuentes_url: 
+  id=2, url='https://www.bbc.com/news', 
+  categoria_id=NULL, 
+  pais_id=NULL
+
+↓ Worker descubre 2 feeds y ANALIZA automáticamente:
+  
+  Feed 1: https://www.bbc.com/news/world/rss.xml
+  - Título: "BBC News - World"
+  - Idioma detectado: 'en'
+  - País detectado: 'Reino Unido' (desde .com + idioma inglés)
+  - Categoría sugerida: 'Internacional' (keyword "world")
+
+  Feed 2: https://www.bbc.com/sport/rss.xml
+  - Título: "BBC Sport"
+  - Idioma detectado: 'en'
+  - País detectado: 'Reino Unido'
+  - Categoría sugerida: 'Deportes' (keyword "sport")
+
+↓ Se crean en tabla feeds_pending:
+INSERT INTO feeds_pending (
+    fuente_url_id, feed_url, feed_title, 
+    feed_language, detected_country_id, suggested_categoria_id,
+    reviewed, approved, notes
+) VALUES (
+    2, 
+    'https://www.bbc.com/news/world/rss.xml',
+    'BBC News - World',
+    'en',
+    74,  -- Reino Unido (ID detectado)
+    2,   -- Internacional (ID sugerido)
+    FALSE, FALSE,
+    'Country from domain: Reino Un ido | Suggested category: Internacional (confidence: 85%)'
+);
+
+⏳ Feeds están PENDIENTES
+⏳ NO están activos aún
+⏳ Requieren revisión manual en /feeds/pending
+```
+
+---
+
+## 📊 Tabla Comparativa
+
+| Aspecto | Auto-Aprobación | Revisión Manual |
+|---------|----------------|-----------------|
+| **Requisito** | URL padre con `categoria_id` Y `pais_id` | URL padre sin uno o ambos |
+| **Tabla destino** | `feeds` (directa) | `feeds_pending` (temporal) |
+| **Estado inicial** | `activo = TRUE` | `reviewed = FALSE, approved = FALSE` |
+| **Análisis automático** | Hereda valores del padre | Detecta país, sugiere categoría |
+| **Intervención manual** | ❌ No necesaria | ✅ Requerida |
+| **Tiempo hasta activación** | Inmediato | Después de aprobación |
+| **Ingestor procesa** | Sí (próximo ciclo) | No (hasta aprobar) |
+
+---
+
+## 🛠️ Interfaces de Gestión
+
+### 1. Añadir URL con Metadata (Auto-aprobación)
+
+**Ruta:** `/urls/add_source`
+
+```
+Formulario:
+┌─────────────────────────────────────┐
+│ Nombre:     El País                 │
+│ URL:        https://elpais.com      │
+│ Categoría:  [Noticias ▼]  ← IMPORTANTE
+│ País:       [España ▼]    ← IMPORTANTE
+│ Idioma:     es                      │
+│                                     │
+│ [Añadir Fuente]                     │
+└─────────────────────────────────────┘
+
+Resultado: Feeds se crearán AUTOMÁTICAMENTE
+```
+
+### 2. Revisar Feeds Pendientes (Nueva interfaz)
+
+**Ruta:** `/feeds/pending` (próximamente)
+
+```
+Feeds Pendientes de Revisión
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+
+Feed: BBC News - World
+URL: https://www.bbc.com/news/world/rss.xml
+Fuente: BBC News (https://www.bbc.com/news)
+
+Análisis Automático:
+├─ Idioma: English (en)
+├─ País detectado: Reino Unido (.com domain + language)
+└─ Categoría sugerida: Internacional (85% confianza)
+   Keywords: "world", "international", "global"
+
+┌─────────────────────────────────────┐
+│ Categoría:  [Internacional ▼]      │  ← Pre-seleccionada
+│ País:       [Reino Unido ▼]        │  ← Pre-seleccionado
+│ Idioma:     [en]                    │  ← Auto-detectado
+│                                     │
+│ [✓ Aprobar Feed] [✗ Rechazar]      │
+└─────────────────────────────────────┘
+```
+
+### 3. Descubrir Feeds Manualmente
+
+**Ruta:** `/feeds/discover`
+
+```
+Perfecto para cuando quieres control total:
+1. Ingresar URL
+2. Ver todos los feeds encontrados
+3. Seleccionar cuáles añadir
+4. Asignar categoría/país globalmente
+5. Feeds se crean directamente (no van a pending)
+```
+
+---
+
+## 💡 RECOMENDACIONES DE USO
+
+### Estrategia 1: Auto-aprobación Total
+**Para fuentes conocidas y confiables:**
+
+```sql
+-- Añadir fuentes con metadata completa
+INSERT INTO fuentes_url (nombre, url, categoria_id, pais_id, idioma) VALUES
+('El País', 'https://elpais.com', 1, 44, 'es'),
+('Le Monde', 'https://lemonde.fr', 1, 60, 'fr'),
+('The Guardian', 'https://theguardian.com', 1, 74, 'en');
+
+-- Worker creará feeds automáticamente
+-- Sin intervención manual necesaria
+```
+
+### Estrategia 2: Revisión Manual
+**Para fuentes nuevas o desconocidas:**
+
+```sql
+-- Añadir sin metadata
+INSERT INTO fuentes_url (nombre, url) VALUES
+('Sitio Desconocido', 'https://ejemplo.com');
+
+-- Worker crea feeds en feeds_pending
+-- Revisar en /feeds/pending
+-- Aprobar/rechazar manualmente
+```
+
+### Estrategia 3: Híbrida (Recomendada)
+**Combinar ambas:**
+
+- URLs conocidas → Con categoría/país
+- URLs nuevas → Sin metadata (revisión)
+- Usar análisis automático como guía
+- Ajustar manualmente si es necesario
+
+---
+
+## 🔍 Análisis Automático Explicado
+
+### Detección de País
+
+```python
+# 1. Desde dominio (TLD)
+.es → España
+.uk, .co.uk → Reino Unido
+.fr → Francia
+.de → Alemania
+.mx → México
+.ar → Argentina
+
+# 2. Desde idioma (si no hay dominio claro)
+es → España (país principal)
+en → Reino Unido
+fr → Francia
+pt → Portugal
+
+# 3. Desde subdominios
+es.example.com → España
+uk.example.com → Reino Unido
+```
+
+### Sugerencia de Categoría
+
+```python
+# Análisis de keywords en título + descripción
+
+Keywords encontrados → Categoría sugerida (% confianza)
+
+"política", "gobierno", "elecciones" → Política (75%)
+"economía", "bolsa", "mercado" → Economía (82%)
+"tecnología", "software", "digital" → Tecnología (90%)
+"deportes", "fútbol", "liga" → Deportes (95%)
+"internacional", "mundo", "global" → Internacional (70%)
+```
+
+---
+
+## 📝 Ejemplos Completos
+
+### Ejemplo 1: Periódico Español (Auto-aprobación)
+
+```sql
+-- 1. Añadir fuente con metadata
+INSERT INTO fuentes_url (nombre, url, categoria_id, pais_id, idioma)
+VALUES ('El Mundo', 'https://elmundo.es', 1, 44, 'es');
+
+-- 2. Worker ejecuta (15 min después):
+--    - Descubre: elmundo.es/rss/portada.xml
+--    - Descubre: elmundo.es/rss/deportes.xml
+--    - Hereda: categoria_id=1, pais_id=44
+--    - Crea en feeds directamente
+
+-- 3. Resultado en tabla feeds:
+SELECT id, nombre, url, categoria_id, pais_id, activo
+FROM feeds
+WHERE fuente_nombre LIKE '%El Mundo%';
+
+-- id | nombre              | url                          | cat | pais | activo
+-- 1  | El Mundo - Portada  | elmundo.es/rss/portada.xml  | 1   | 44   | TRUE
+-- 2  | El Mundo - Deportes | elmundo.es/rss/deportes.xml | 1   | 44   | TRUE
+
+-- ✅ Feeds activos, ingestor procesando
+```
+
+### Ejemplo 2: Sitio Internacional (Revisión Manual)
+
+```sql
+-- 1. Añadir fuente SIN metadata
+INSERT INTO fuentes_url (nombre, url)
+VALUES ('Reuters', 'https://www.reuters.com');
+
+-- 2. Worker ejecuta (15 min después):
+--    - Descubre: reuters.com/rssfeed/worldNews
+--    - Analiza: idioma=en, país=Reino Unido (dominio+idioma)
+--    - Sugiere: categoría=Internacional (keyword "world")
+--    - Crea en feeds_pending
+
+-- 3. Resultado en tabla feeds_pending:
+SELECT feed_title, detected_country_id, suggested_categoria_id, notes
+FROM feeds_pending
+WHERE fuente_url_id = 3;
+
+-- feed_title         | detected_country_id | suggested_cat | notes
+-- Reuters World News | 74 (Reino Unido)    | 2 (Int.)      | "Country from domain..."
+
+-- ⏳ Requiere aprobación en /feeds/pending
+```
+
+---
+
+## ✅ CHECKLIST: Añadir Nueva Fuente
+
+**Para auto-aprobación (recomendado si sabes país/categoría):**
+
+- [ ] Ir a `/urls/add_source`
+- [ ] Ingresar nombre descriptivo
+- [ ] Ingresar URL del sitio (NO del feed RSS)
+- [ ] **IMPORTANTE:** Seleccionar categoría
+- [ ] **IMPORTANTE:** Seleccionar país
+- [ ] Ingresar idioma (opcional, se detecta)
+- [ ] Guardar
+- [ ] Esperar 15 minutos (máximo)
+- [ ] Ver feeds en `/feeds/` (activos automáticamente)
+
+**Para revisión manual (si no estás seguro):**
+
+- [ ] Ir a `/urls/add_source`
+- [ ] Ingresar nombre y URL
+- [ ] Dejar categoría/país vacíos
+- [ ] Guardar
+- [ ] Esperar 15 minutos
+- [ ] Ir a `/feeds/pending`
+- [ ] Revisar sugerencias automáticas
+- [ ] Ajustar categoría/país si necesario
+- [ ] Aprobar feeds
+- [ ] Feeds se activan inmediatamente
+
+---
+
+## 🎓 Resumen Ejecutivo
+
+**3 Niveles de Automatización:**
+
+| Nivel | Descripción | Cuándo Usar |
+|-------|-------------|-------------|
+| **Nivel 1: Totalmente Manual** | Descubrir en `/feeds/discover` | Control total, pocas URLs |
+| **Nivel 2: Auto-aprobación** | URL con cat/país → feeds activos | URLs confiables, muchas fuentes |
+| **Nivel 3: Revisión Asistida** | URL sin cat/país → análisis → aprobar | URLs nuevas, verificación |
+
+**Flujo Recomendado:**
+1. Añade URL con categoría/país si la conoces
+2. Si no, déjalo vacío y revisa sugerencias automáticas
+3. Worker descubre y analiza todo automáticamente
+4. Tú solo apruebas/ajustas lo necesario
+
+**Resultado:** Gestión eficiente de cientos de fuentes RSS con mínima intervención manual.
+
+---
+
+**📅 Fecha de última actualización:** 2026-01-07
+**📌 Versión del sistema:** 2.0 - Análisis Inteligente de Feeds
diff --git a/entity_config.json b/entity_config.json
new file mode 100644
index 0000000..cbcaca5
--- /dev/null
+++ b/entity_config.json
@@ -0,0 +1,262 @@
+{
+	"blacklist": [
+		"Indicó",
+		"Insistió",
+		"levier",
+		"Dios",
+		"Elefantes",
+		"AbidjanTV.net",
+		"Gabón",
+		"París",
+		"Bingerville",
+		"Biankouma",
+		"Bouaké",
+		"Cote",
+		"Costa",
+		"Pugh",
+		"Gracias",
+		"Tesla",
+		"Netflix",
+		"Disney",
+		"Ford",
+		"Continúe",
+		"Cenizas",
+		"Victoria",
+		"Fiscalía",
+		"Detalles",
+		"Presiones",
+		"Fuertes",
+		"Industria",
+		"Dios",
+		"Nuestro",
+		"Según",
+		"Finanzas",
+		"Enterate",
+		"Presupuesto",
+		"Adiós",
+		"Quién",
+		"Cuándo",
+		"Hablando",
+		"Términos",
+		"Agregó",
+		"Blockchain",
+		"blockchain",
+		"Bitcoin",
+		"Trono",
+		"Robotaxi",
+		"Penalidades",
+		"Deportes",
+		"Candidato",
+		"Parecía",
+		"Declaraciones",
+		"Había",
+		"Hermanos",
+		"Hombre de Dios",
+		"Creyendo",
+		"Renacimiento",
+		"Cristo",
+		"Señor",
+		"Jefe de Estado",
+		"Educación",
+		"Dice",
+		"Estoy",
+		"Expresaron",
+		"Bondi",
+		"Suspechoso",
+		"Sydney",
+		"Amazon",
+		"L'FC Andorra",
+		"Delanteros",
+		"Lee",
+		"Leé",
+		"Lea",
+		"Presione",
+		"Carrera",
+		"Alejandría",
+		"Javier Romero Communications and Marketing Officer Statistical Institute of Belize jromero@mail.sib.org.bz",
+		"Copyright",
+		"Allah",
+		"Crack",
+		"Akbar",
+		"Getty Images",
+                "Buffalo Bills",
+		"Comandantes",
+		"Gigantes",
+		"Anónimo",
+		"Raadiouudised",
+		"Eswatini",
+		"Stock",
+		"Ethio Telecom",
+		"DPWH",
+		"Obras Públicas",
+		"Malacañang",
+		"Sigue",
+		"Becas",
+		"Crédito",
+		"Claro",
+		"Reaccione",
+		"Indique",
+		"Pakistán",
+		"Tolo News",
+		"Gladbach",
+		"Alger"
+
+	],
+	"synonyms": {
+		"Alassane Ouattara": [
+			"Ouattara",
+			"M. Ouattara",
+			"Presidente Ouattara"
+		],
+		"Alexander Stubb": [
+			"Stubb"
+		],
+		"Brice Clotaire Oligui Nguema": [
+			"Oligui Nguema"
+		],
+		"Dr. Mahamudu Bawumia": [
+			"Dr. Bawumia"
+		],
+		"John Dramani Mahama": [
+			"John Mahama",
+			"Mahama"
+		],
+		"Antoine Semenyo": [
+			"Semenyo"
+		],
+		"Kim Jong Un": [
+			"Kim Jong"
+	        ],
+		"Daniel Noboa": [
+			"Noboa"
+		],
+		"Donald Trump": [
+			"Trump",
+			"Mr. Trump"
+		],
+		"Nayib Bukele": [
+			"Bukele"
+		],
+		"Peter Pellegrini": [
+			"Pellegrini"
+		],
+		"Robert Fico": [
+			"Fico"
+		],
+		"Vladimir Putin": [
+			"Putin",
+			"V. Putin"
+		],
+		"Emmanuel Macron": [
+			"Macron",
+			"Presidente Macron"
+		],
+		"Pedro Sánchez": [
+			"Sánchez",
+			"Pedro Sanchez"
+		],
+		"Nicolás Maduro": [
+			"Maduro"
+		],
+		"Lula da Silva": [
+			"Lula",
+			"Luiz Inácio Lula da Silva"
+		],
+		"Jeffrey Epstein": [
+			"Epstein"
+		],
+		"José Antonio Kast": [
+			"Kast"
+		],
+		"Jake Paul": [
+			"Paul"
+		],
+		"Lionel Messi": [
+			"Messi",
+			"Lionel Andres Messi",
+			"Leo Messi"
+		],
+		"Luis Caputo": [
+			"Caputo"
+		],
+		"Javier Milei": [
+			"Milei"
+		],
+		 "Mia Amor Mottley": [
+       			"Mia Mottley",
+			"Mottley"
+		],
+		"Elon Musk": [
+			"Musk"
+		],
+		"Ibrahim Traoré": [
+			"Traoré",
+			"Ibrahim Traore",
+			"Capitán Ibrahim TRAORÉ"
+		],
+		"Friedrich Merz": [
+			"Merz"
+		],
+		"Edi Rama": [
+			"Rama"
+		],
+		"Fabiola Hoxha": [
+			"Hoxha"
+		],
+		"Hugo Broos": [
+			"Broos"
+		],
+		"Himad Abdelli": [
+			"Abdelli"
+		],
+		"Abdelmadjid Tebboune": [
+			"Tebboune",
+			"Abdul Majid Tabon",
+			"Tabon"
+		],
+		"Ibrahim Maza": [
+			"Maza"
+		],
+		"Shehbaz Sharif": [
+			"Sharif"
+		],
+		"Lindsey Vonn": [
+			"Vonn"
+		],
+		"Erdogan": [
+			"Rəcəb Tayyib Erdoğan"
+		],
+		"Evo Morales": [
+			"Morales"
+		],
+		"Petteri Orpo": [
+			"Orpo"
+		],
+		"Abdel Fattah Al-Sisi": [
+			"Sisi"
+		],
+		"Sharif Osman Hadi": [
+			"Osman Hadi",
+			"Hadi",
+			"Hadir",
+			"Osmán Hadi"
+		],
+		"Nikol Pashinyan": [
+			"Pashinyan"
+                ],
+		"René Benko": [
+			"Benko"
+		],
+		"Bashar al-Assad": [
+			"Assad"
+		],
+		"Hugo Motta": [
+			"Motta"
+		],
+		"Viktor Orbán": [
+			"Víctor Orbán",
+			"Orbán",
+			"Orban"
+		]
+	}
+}
diff --git a/generar_videos_noticias.py b/generar_videos_noticias.py
new file mode 100644
index 0000000..0a54372
--- /dev/null
+++ b/generar_videos_noticias.py
@@ -0,0 +1,369 @@
+#!/usr/bin/env python3
+"""
+Generador de videos de noticias a partir de parrillas.
+Este script procesa parrillas pendientes y genera videos con TTS.
+"""
+import os
+import sys
+import json
+import logging
+from datetime import datetime
+from pathlib import Path
+import requests
+from db import get_conn
+from psycopg2 import extras
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+# Configuración
+OUTPUT_DIR = Path("/app/data/videos")
+AUDIO_DIR = Path("/app/data/audio")
+SUBTITLES_DIR = Path("/app/data/subtitles")
+OUTPUT_DIR.mkdir(parents=True, exist_ok=True)
+AUDIO_DIR.mkdir(parents=True, exist_ok=True)
+SUBTITLES_DIR.mkdir(parents=True, exist_ok=True)
+
+# URL del servicio AllTalk TTS (ajustar según configuración)
+ALLTALK_URL = os.getenv("ALLTALK_URL", "http://alltalk:7851")
+
+
+def obtener_noticias_parrilla(parrilla, conn):
+    """
+    Obtiene las noticias que se incluirán en el video según los filtros de la parrilla.
+    """
+    with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        where_clauses = []
+        params = []
+        
+        if parrilla['pais_id']:
+            where_clauses.append("n.pais_id = %s")
+            params.append(parrilla['pais_id'])
+            
+        if parrilla['categoria_id']:
+            where_clauses.append("n.categoria_id = %s")
+            params.append(parrilla['categoria_id'])
+            
+        if parrilla['entidad_nombre']:
+            where_clauses.append("""
+                EXISTS (
+                    SELECT 1 FROM tags_noticia tn
+                    JOIN tags t ON t.id = tn.tag_id
+                    WHERE tn.traduccion_id = tr.id
+                    AND t.tipo = %s
+                    AND t.valor ILIKE %s
+                )
+            """)
+            params.append(parrilla['entidad_tipo'])
+            params.append(f"%{parrilla['entidad_nombre']}%")
+        
+        # Solo noticias recientes (últimas 24 horas)
+        where_clauses.append("n.fecha >= NOW() - INTERVAL '1 day'")
+        
+        where_sql = " AND ".join(where_clauses) if where_clauses else "1=1"
+        
+        cur.execute(f"""
+            SELECT 
+                n.id,
+                n.titulo,
+                n.imagen_url,
+                n.url,
+                n.fecha,
+                n.fuente_nombre,
+                tr.id as traduccion_id,
+                tr.titulo_trad,
+                tr.resumen_trad,
+                p.nombre as pais,
+                c.nombre as categoria
+            FROM noticias n
+            LEFT JOIN traducciones tr ON tr.noticia_id = n.id 
+                AND tr.lang_to = %s 
+                AND tr.status = 'done'
+            LEFT JOIN paises p ON p.id = n.pais_id
+            LEFT JOIN categorias c ON c.id = n.categoria_id
+            WHERE {where_sql}
+            AND tr.id IS NOT NULL
+            ORDER BY n.fecha DESC
+            LIMIT %s
+        """, [parrilla['idioma_voz']] + params + [parrilla['max_noticias']])
+        
+        return cur.fetchall()
+
+
+def generar_audio_tts(texto, output_path, idioma='es'):
+    """
+    Genera audio usando el servicio AllTalk TTS.
+    """
+    try:
+        # Preparar request para AllTalk
+        payload = {
+            "text_input": texto,
+            "text_filtering": "standard",
+            "character_voice_gen": "irene2.wav",
+            "narrator_enabled": False,
+            "narrator_voice_gen": "male_01.wav",
+            "text_not_inside": "character",
+            "language": idioma,
+            "output_file_name": output_path.stem,
+            "output_file_timestamp": False,
+            "autoplay": False,
+            "autoplay_volume": 0.8
+        }
+        
+        response = requests.post(
+            f"{ALLTALK_URL}/api/tts-generate",
+            json=payload,
+            timeout=60
+        )
+        response.raise_for_status()
+        
+        # El audio se guarda automáticamente por AllTalk
+        # Verificar que existe
+        if output_path.exists():
+            logger.info(f"Audio generado: {output_path}")
+            return True
+        else:
+            logger.error(f"Audio no encontrado después de generación: {output_path}")
+            return False
+            
+    except Exception as e:
+        logger.error(f"Error generating TTS audio: {e}")
+        return False
+
+
+def generar_subtitulos(noticias, output_path):
+    """
+    Genera archivo SRT de subtítulos.
+    """
+    try:
+        with open(output_path, 'w', encoding='utf-8') as f:
+            timestamp = 0
+            
+            for i, noticia in enumerate(noticias, 1):
+                titulo = noticia['titulo_trad'] or noticia['titulo']
+                resumen = noticia['resumen_trad'] or ''
+                
+                # Estimar duración basada en longitud de texto (aprox 150 palabras/min)
+                palabras = len((titulo + " " + resumen).split())
+                duracion = max(5, palabras / 2.5)  # segundos
+                
+                # Formatear timestamp SRT
+                start_time = timestamp
+                end_time = timestamp + duracion
+                
+                f.write(f"{i}\n")
+                f.write(f"{format_srt_time(start_time)} --> {format_srt_time(end_time)}\n")
+                f.write(f"{titulo}\n\n")
+                
+                timestamp = end_time
+                
+        logger.info(f"Subtítulos generados: {output_path}")
+        return True
+        
+    except Exception as e:
+        logger.error(f"Error generating subtitles: {e}")
+        return False
+
+
+def format_srt_time(seconds):
+    """Formatea segundos a formato SRT (HH:MM:SS,mmm)."""
+    hours = int(seconds // 3600)
+    minutes = int((seconds % 3600) // 60)
+    secs = int(seconds % 60)
+    millis = int((seconds % 1) * 1000)
+    return f"{hours:02d}:{minutes:02d}:{secs:02d},{millis:03d}"
+
+
+def procesar_parrilla(parrilla_id):
+    """
+    Procesa una parrilla y genera el video.
+    """
+    logger.info(f"Procesando parrilla {parrilla_id}")
+    
+    with get_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            # Obtener configuración de parrilla
+            cur.execute("SELECT * FROM video_parrillas WHERE id = %s", (parrilla_id,))
+            parrilla = cur.fetchone()
+            
+            if not parrilla or not parrilla['activo']:
+                logger.warning(f"Parrilla {parrilla_id} no encontrada o inactiva")
+                return False
+            
+            # Obtener noticias
+            noticias = obtener_noticias_parrilla(parrilla, conn)
+            
+            if not noticias:
+                logger.warning(f"No hay noticias disponibles para parrilla {parrilla_id}")
+                return False
+            
+            logger.info(f"Encontradas {len(noticias)} noticias para el video")
+            
+            # Crear registro de video
+            cur.execute("""
+                INSERT INTO video_generados (
+                    parrilla_id, titulo, descripcion, status, num_noticias
+                ) VALUES (
+                    %s, %s, %s, 'processing', %s
+                ) RETURNING id
+            """, (
+                parrilla_id,
+                f"{parrilla['nombre']} - {datetime.now().strftime('%Y-%m-%d')}",
+                f"Noticias de {parrilla['nombre']}",
+                len(noticias)
+            ))
+            video_id = cur.fetchone()[0]
+            conn.commit()
+            
+            # Preparar directorios
+            video_dir = OUTPUT_DIR / str(video_id)
+            video_dir.mkdir(exist_ok=True, parents=True)
+            
+            # --- SETUP LOGGING FOR THIS VIDEO ---
+            log_file = video_dir / "generation.log"
+            file_handler = logging.FileHandler(log_file, mode='w')
+            file_handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s'))
+            logger.addHandler(file_handler)
+            
+            try:
+                logger.info(f"Iniciando generación de video {video_id}")
+                logger.info(f"Directorio: {video_dir}")
+                
+                # Generar script de narración
+                logger.info("Generando guion narrativo...")
+                
+                script_parts = []
+                script_parts.append(f"Hola, bienvenidos a {parrilla['nombre']}.")
+                script_parts.append(f"Estas son las noticias más importantes de hoy, {datetime.now().strftime('%d de %B de %Y')}.")
+                
+                for i, noticia in enumerate(noticias, 1):
+                    titulo = noticia['titulo_trad'] or noticia['titulo']
+                    resumen = noticia['resumen_trad'] or ''
+                    
+                    script_parts.append(f"Noticia número {i}.")
+                    script_parts.append(titulo)
+                    if resumen:
+                        script_parts.append(resumen[:500])  # Limitar longitud
+                    script_parts.append("")  # Pausa
+                
+                script_parts.append("Esto ha sido todo por hoy. Gracias por su atención.")
+                
+                full_script = "\n".join(script_parts)
+                
+                # Guardar script
+                script_path = video_dir / "script.txt"
+                with open(script_path, 'w', encoding='utf-8') as f:
+                    f.write(full_script)
+                
+                # Generar audio
+                logger.info(f"Generando audio TTS con AllTalk en: {ALLTALK_URL}")
+                audio_path = video_dir / "audio.wav"
+                if not generar_audio_tts(full_script, audio_path, parrilla['idioma_voz']):
+                    raise Exception(f"Fallo al generar audio TTS en {ALLTALK_URL}")
+                
+                # Generar subtítulos
+                if parrilla['include_subtitles']:
+                    logger.info("Generando subtítulos SRT...")
+                    subtitles_path = video_dir / "subtitles.srt"
+                    generar_subtitulos(noticias, subtitles_path)
+                else:
+                    subtitles_path = None
+                
+                # Registrar noticias en el video
+                for i, noticia in enumerate(noticias, 1):
+                    cur.execute("""
+                        INSERT INTO video_noticias (
+                            video_id, noticia_id, traduccion_id, orden
+                        ) VALUES (%s, %s, %s, %s)
+                    """, (video_id, noticia['id'], noticia['traduccion_id'], i))
+                
+                # Actualizar registro de video
+                cur.execute("""
+                    UPDATE video_generados
+                    SET status = 'completed',
+                        audio_path = %s,
+                        subtitles_path = %s,
+                        noticias_ids = %s
+                    WHERE id = %s
+                """, (
+                    str(audio_path),
+                    str(subtitles_path) if subtitles_path else None,
+                    [n['id'] for n in noticias],
+                    video_id
+                ))
+                
+                # Actualizar parrilla
+                cur.execute("""
+                    UPDATE video_parrillas
+                    SET ultima_generacion = NOW()
+                    WHERE id = %s
+                """, (parrilla_id,))
+                
+                conn.commit()
+                
+                logger.info(f"Video {video_id} generado exitosamente")
+                
+                # Cleanup handler
+                logger.removeHandler(file_handler)
+                file_handler.close()
+                return True
+                
+            except Exception as e:
+                logger.error(f"Error processing video: {e}", exc_info=True)
+                
+                # Marcar como error
+                cur.execute("""
+                    UPDATE video_generados
+                    SET status = 'error',
+                        error_message = %s
+                    WHERE id = %s
+                """, (str(e), video_id))
+                conn.commit()
+                
+                # Cleanup handler
+                logger.removeHandler(file_handler)
+                file_handler.close()
+                
+                return False
+
+
+def main():
+    """
+    Función principal: procesa parrillas activas que necesitan generación.
+    """
+    logger.info("Iniciando generador de videos de noticias")
+    
+    with get_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            # Buscar parrillas activas que necesitan generación
+            # Por ahora, procesar todas las activas manualmente
+            # TODO: Implementar lógica de programación automática
+            
+            if len(sys.argv) > 1:
+                # Modo manual: procesar parrilla específica
+                parrilla_id = int(sys.argv[1])
+                procesar_parrilla(parrilla_id)
+            else:
+                # Modo batch: procesar todas las parrillas activas
+                cur.execute("""
+                    SELECT id FROM video_parrillas
+                    WHERE activo = true
+                    AND frecuencia = 'daily'
+                    AND (ultima_generacion IS NULL 
+                         OR ultima_generacion < NOW() - INTERVAL '1 day')
+                    ORDER BY id
+                """)
+                
+                parrillas = cur.fetchall()
+                logger.info(f"Encontradas {len(parrillas)} parrillas para procesar")
+                
+                for p in parrillas:
+                    try:
+                        procesar_parrilla(p['id'])
+                    except Exception as e:
+                        logger.error(f"Error procesando parrilla {p['id']}: {e}")
+                        continue
+
+
+if __name__ == "__main__":
+    main()
diff --git a/generate_secure_credentials.sh b/generate_secure_credentials.sh
new file mode 100755
index 0000000..d345db7
--- /dev/null
+++ b/generate_secure_credentials.sh
@@ -0,0 +1,190 @@
+#!/bin/bash
+
+# ==================================================================================
+# Script de Generación de Credenciales Seguras
+# ==================================================================================
+# 
+# Este script genera credenciales aleatorias seguras para todos los servicios
+# y crea un archivo .env con las configuraciones necesarias.
+#
+# Uso:
+#   ./generate_secure_credentials.sh
+#
+# El script creará:
+#   - .env.generated (con las credenciales nuevas)
+#   - .env.backup (backup de .env actual si existe)
+#
+# ==================================================================================
+
+set -e  # Exit on error
+
+# Colores para output
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+NC='\033[0m' # No Color
+
+echo -e "${GREEN}=================================="
+echo -e "🔒 Generador de Credenciales Seguras"
+echo -e "==================================${NC}\n"
+
+# Verificar dependencias
+command -v openssl >/dev/null 2>&1 || { echo -e "${RED}❌ Error: openssl no está instalado${NC}"; exit 1; }
+command -v python3 >/dev/null 2>&1 || { echo -e "${RED}❌ Error: python3 no está instalado${NC}"; exit 1; }
+
+# Backup del .env actual si existe
+if [ -f .env ]; then
+    echo -e "${YELLOW}⚠️  Encontrado archivo .env existente${NC}"
+    BACKUP_FILE=".env.backup.$(date +%Y%m%d_%H%M%S)"
+    cp .env "$BACKUP_FILE"
+    echo -e "${GREEN}✅ Backup creado: $BACKUP_FILE${NC}\n"
+fi
+
+echo -e "${GREEN}🔑 Generando credenciales seguras...${NC}\n"
+
+# Generar credenciales
+POSTGRES_PASSWORD=$(openssl rand -base64 32 | tr -d "=+/" | cut -c1-32)
+REDIS_PASSWORD=$(openssl rand -base64 32 | tr -d "=+/" | cut -c1-32)
+SECRET_KEY=$(python3 -c "import secrets; print(secrets.token_hex(32))")
+GRAFANA_PASSWORD=$(openssl rand -base64 24 | tr -d "=+/" | cut -c1-24)
+
+# Mostrar credenciales generadas (para que el usuario las guarde)
+echo -e "${YELLOW}⚠️  IMPORTANTE: Guarda estas credenciales en un lugar seguro${NC}\n"
+echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
+echo -e "${GREEN}POSTGRES_PASSWORD:${NC} $POSTGRES_PASSWORD"
+echo -e "${GREEN}REDIS_PASSWORD:${NC}    $REDIS_PASSWORD"
+echo -e "${GREEN}SECRET_KEY:${NC}         $SECRET_KEY"
+echo -e "${GREEN}GRAFANA_PASSWORD:${NC}  $GRAFANA_PASSWORD"
+echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
+echo ""
+
+# Crear archivo .env.generated
+ENV_FILE=".env.generated"
+cat > "$ENV_FILE" << EOF
+# ==================================================================================
+# CONFIGURACIÓN SEGURA - Generado automáticamente
+# Fecha: $(date +"%Y-%m-%d %H:%M:%S")
+# ==================================================================================
+# 
+# IMPORTANTE: 
+# - NO compartas este archivo
+# - Guarda las credenciales en un gestor de contraseñas
+# - Añade .env al .gitignore
+#
+# ==================================================================================
+
+# ==================================================================================
+# DATABASE CONFIGURATION - PostgreSQL
+# ==================================================================================
+POSTGRES_DB=rss
+POSTGRES_USER=rss
+POSTGRES_PASSWORD=$POSTGRES_PASSWORD
+
+DB_NAME=rss
+DB_USER=rss
+DB_PASS=$POSTGRES_PASSWORD
+DB_HOST=db
+DB_PORT=5432
+DB_WRITE_HOST=db
+DB_READ_HOST=db-replica
+
+# ==================================================================================
+# REDIS CONFIGURATION - Con autenticación
+# ==================================================================================
+REDIS_HOST=redis
+REDIS_PORT=6379
+REDIS_PASSWORD=$REDIS_PASSWORD
+
+# ==================================================================================
+# APPLICATION SECRETS
+# ==================================================================================
+SECRET_KEY=$SECRET_KEY
+
+# ==================================================================================
+# MONITORING - Grafana
+# ==================================================================================
+GRAFANA_PASSWORD=$GRAFANA_PASSWORD
+
+# ==================================================================================
+# EXTERNAL SERVICES
+# ==================================================================================
+ALLTALK_URL=http://host.docker.internal:7851
+
+# ==================================================================================
+# AI MODELS & WORKERS
+# ==================================================================================
+RSS_MAX_WORKERS=3
+TARGET_LANGS=es
+TRANSLATOR_BATCH=128
+ENQUEUE=300
+
+# RSS Ingestor Configuration
+RSS_POKE_INTERVAL_MIN=15
+RSS_MAX_FAILURES=10
+RSS_FEED_TIMEOUT=60
+
+# URL Feed Discovery Worker
+URL_DISCOVERY_INTERVAL_MIN=15
+URL_DISCOVERY_BATCH_SIZE=10
+MAX_FEEDS_PER_URL=5
+
+# CTranslate2 / AI Model Paths
+CT2_MODEL_PATH=/app/models/nllb-ct2
+CT2_DEVICE=cuda
+CT2_COMPUTE_TYPE=int8_float16
+UNIVERSAL_MODEL=facebook/nllb-200-distilled-600M
+
+# Embeddings
+EMB_MODEL=sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
+EMB_BATCH=64
+EMB_DEVICE=cuda
+
+# NER
+NER_LANG=es
+NER_BATCH=64
+
+# Flask / Gunicorn
+GUNICORN_WORKERS=8
+FLASK_DEBUG=0
+
+# Qdrant Configuration
+QDRANT_HOST=qdrant
+QDRANT_PORT=6333
+QDRANT_COLLECTION_NAME=news_vectors
+QDRANT_BATCH_SIZE=100
+QDRANT_SLEEP_IDLE=30
+EOF
+
+echo -e "${GREEN}✅ Archivo generado: $ENV_FILE${NC}\n"
+
+# Preguntar si quiere reemplazar .env
+echo -e "${YELLOW}¿Deseas reemplazar el archivo .env actual con el generado?${NC}"
+echo -e "${YELLOW}(Recomendado: revisa $ENV_FILE primero)${NC}"
+read -p "¿Continuar? (s/N): " -n 1 -r
+echo
+if [[ $REPLY =~ ^[SsYy]$ ]]; then
+    mv "$ENV_FILE" .env
+    echo -e "${GREEN}✅ Archivo .env actualizado${NC}"
+else
+    echo -e "${YELLOW}⚠️  Archivo guardado como: $ENV_FILE${NC}"
+    echo -e "${YELLOW}   Para usarlo: mv $ENV_FILE .env${NC}"
+fi
+
+echo ""
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+echo -e "${GREEN}✅ ¡Credenciales generadas exitosamente!${NC}"
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+echo ""
+echo -e "${YELLOW}📋 PRÓXIMOS PASOS:${NC}"
+echo ""
+echo -e "  1. Revisa las credenciales generadas arriba"
+echo -e "  2. Guárdalas en un gestor de contraseñas seguro"
+echo -e "  3. Migra a docker-compose.secure.yml:"
+echo -e "     ${GREEN}cp docker-compose.secure.yml docker-compose.yml${NC}"
+echo -e "  4. Haz backup de tus datos (ver SECURITY_GUIDE.md)"
+echo -e "  5. Reinicia los servicios:"
+echo -e "     ${GREEN}docker-compose down && docker-compose up -d${NC}"
+echo -e "  6. Verifica que todo funciona correctamente"
+echo ""
+echo -e "${YELLOW}📖 Para más detalles, revisa: SECURITY_GUIDE.md${NC}"
+echo ""
diff --git a/gunicorn_config.py b/gunicorn_config.py
new file mode 100644
index 0000000..b793a11
--- /dev/null
+++ b/gunicorn_config.py
@@ -0,0 +1,74 @@
+"""
+Configuración de Gunicorn optimizada para alta capacidad de proceso
+"""
+import multiprocessing
+import os
+
+# Bind
+bind = "0.0.0.0:8000"
+
+# Workers
+# Fórmula recomendada: (2 x $num_cores) + 1
+workers = int(os.getenv("GUNICORN_WORKERS", multiprocessing.cpu_count() * 2 + 1))
+
+# Worker class - sync como fallback si gevent no está disponible
+# Para máximo rendimiento, cambiar a "gevent" después de instalar gevent
+worker_class = "sync"
+worker_connections = 1000
+
+# Timeouts
+timeout = 300  # 5 minutos para queries pesadas
+graceful_timeout = 30
+keepalive = 5
+
+# Reiniciar workers después de N requests para prevenir memory leaks
+max_requests = 0 # Desactivado para evitar matar hilos de backup
+max_requests_jitter = 0
+
+# Logging
+accesslog = "-"
+errorlog = "-"
+loglevel = "info"
+access_log_format = '%(h)s %(l)s %(u)s %(t)s "%(r)s" %(s)s %(b)s "%(f)s" "%(a)s" %(D)s'
+
+# Preload app para compartir memoria entre workers
+preload_app = True
+
+# Threading
+threads = 2
+
+# Process naming
+proc_name = "rss2_gunicorn"
+
+# Server mechanics
+daemon = False
+pidfile = None
+umask = 0
+user = None
+group = None
+tmp_upload_dir = None
+
+# SSL (no usado, NGINX maneja SSL)
+keyfile = None
+certfile = None
+
+# Configuración de seguridad
+limit_request_line = 4094
+limit_request_fields = 100
+limit_request_field_size = 8190
+
+def on_starting(server):
+    """Callback cuando el servidor arranca"""
+    server.log.info("Starting RSS2 Gunicorn server with %d workers", workers)
+
+def on_reload(server):
+    """Callback cuando el servidor recarga"""
+    server.log.info("Reloading RSS2 Gunicorn server")
+
+def worker_int(worker):
+    """Callback cuando un worker recibe SIGINT o SIGQUIT"""
+    worker.log.info("Worker received INT or QUIT signal")
+
+def worker_abort(worker):
+    """Callback cuando un worker es abortado"""
+    worker.log.info("Worker received SIGABRT signal")
diff --git a/init-replica/init-replica.sh b/init-replica/init-replica.sh
new file mode 100755
index 0000000..fdc8ca1
--- /dev/null
+++ b/init-replica/init-replica.sh
@@ -0,0 +1,53 @@
+#!/bin/bash
+# Initialization script for PostgreSQL streaming replica
+# This script sets up the replica from the primary using pg_basebackup
+
+set -e
+
+PGDATA="${PGDATA:-/var/lib/postgresql/data/18/main}"
+PRIMARY_HOST="${PRIMARY_HOST:-db}"
+REPLICATION_USER="${REPLICATION_USER:-replicator}"
+REPLICATION_PASSWORD="${REPLICATION_PASSWORD:-replica_password}"
+
+echo "=== PostgreSQL Replica Initialization ==="
+
+# Check if PGDATA already has data (replica already initialized)
+if [ -f "$PGDATA/standby.signal" ]; then
+    echo "Replica already initialized (standby.signal exists). Skipping initialization."
+    exit 0
+fi
+
+if [ -f "$PGDATA/PG_VERSION" ]; then
+    echo "PGDATA already contains data. Checking if it's a replica..."
+    if [ -f "$PGDATA/standby.signal" ] || grep -q "primary_conninfo" "$PGDATA/postgresql.auto.conf" 2>/dev/null; then
+        echo "Already configured as replica. Skipping."
+        exit 0
+    else
+        echo "WARNING: PGDATA contains data but is NOT a replica."
+        echo "Cleaning up existing data to initialize replica..."
+        rm -rf "$PGDATA"/*
+        # Continue to basebackup
+    fi
+fi
+
+echo "Waiting for primary at $PRIMARY_HOST to be ready..."
+until pg_isready -h "$PRIMARY_HOST" -p 5432 -U postgres; do
+    echo "Primary not ready yet. Waiting 2 seconds..."
+    sleep 2
+done
+
+echo "Primary is ready. Starting pg_basebackup..."
+
+# Use pg_basebackup to copy data from primary
+PGPASSWORD="$REPLICATION_PASSWORD" pg_basebackup \
+    -h "$PRIMARY_HOST" \
+    -p 5432 \
+    -U "$REPLICATION_USER" \
+    -D "$PGDATA" \
+    -Fp \
+    -Xs \
+    -P \
+    -R
+
+echo "pg_basebackup complete. Replica initialized successfully."
+echo "standby.signal and postgresql.auto.conf with primary_conninfo created."
diff --git a/migrate_to_secure.sh b/migrate_to_secure.sh
new file mode 100755
index 0000000..0688102
--- /dev/null
+++ b/migrate_to_secure.sh
@@ -0,0 +1,119 @@
+#!/bin/bash
+
+# ==================================================================================
+# Script de Migración a Configuración Segura - TODO EN UNO
+# ==================================================================================
+
+set -e
+
+# Colores
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+BLUE='\033[0;34m'
+RED='\033[0;31m'
+NC='\033[0m'
+
+echo -e "${BLUE}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+echo -e "${BLUE}🔒 Migración a Configuración Segura - TODO EN UNO${NC}"
+echo -e "${BLUE}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}\n"
+
+echo -e "${YELLOW}⚠️  Este script hará lo siguiente:${NC}"
+echo "  1. Detener los servicios actuales"
+echo "  2. Iniciar con la configuración segura"
+echo "  3. Verificar que todo funciona"
+echo ""
+echo -e "${YELLOW}📊 Tiempo estimado: 3-5 minutos${NC}\n"
+
+read -p "¿Deseas continuar? (s/N): " -n 1 -r
+echo
+if [[ ! $REPLY =~ ^[SsYy]$ ]]; then
+    echo -e "${RED}❌ Operación cancelada${NC}"
+    exit 1
+fi
+
+echo ""
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+echo -e "${GREEN}PASO 1: Deteniendo servicios actuales...${NC}"
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}\n"
+
+docker-compose down
+
+echo ""
+echo -e "${GREEN}✅ Servicios detenidos${NC}\n"
+
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+echo -e "${GREEN}PASO 2: Iniciando con configuración segura...${NC}"
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}\n"
+
+docker-compose up -d
+
+echo ""
+echo -e "${GREEN}✅ Servicios iniciados${NC}\n"
+
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+echo -e "${GREEN}PASO 3: Esperando que los servicios se inicialicen...${NC}"
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}\n"
+
+echo -n "Esperando 30 segundos"
+for i in {1..30}; do
+    echo -n "."
+    sleep 1
+done
+echo ""
+
+echo ""
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+echo -e "${GREEN}PASO 4: Verificando servicios...${NC}"
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}\n"
+
+docker-compose ps
+
+echo ""
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+echo -e "${GREEN}PASO 5: Ejecutando verificación de seguridad...${NC}"
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}\n"
+
+./verify_security.sh
+
+echo ""
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+echo -e "${GREEN}PASO 6: Verificando web app...${NC}"
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}\n"
+
+if curl -s http://localhost:8001 > /dev/null 2>&1; then
+    echo -e "${GREEN}✅ Web app responde correctamente${NC}"
+else
+    echo -e "${RED}❌ Web app no responde - revisar logs:${NC}"
+    echo "   docker-compose logs nginx"
+    echo "   docker-compose logs rss2_web"
+fi
+
+echo ""
+echo -e "${BLUE}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+echo -e "${BLUE}🎉 ¡Migración completada!${NC}"
+echo -e "${BLUE}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}\n"
+
+echo -e "${GREEN}✅ Tu sistema ahora está configurado de forma segura:${NC}\n"
+echo "  🔒 Credenciales fuertes configuradas"
+echo "  🌐 Redes segmentadas (frontend, backend, monitoring)"
+echo "  🚪 Solo puerto 8001 expuesto públicamente"
+echo "  🔐 Redis con autenticación"
+echo "  📊 Límites de recursos configurados"
+echo ""
+
+echo -e "${YELLOW}📋 PRÓXIMOS PASOS:${NC}\n"
+echo "  1. Verifica que puedes acceder a: http://localhost:8001"
+echo "  2. Prueba búsqueda y funcionalidades principales"
+echo "  3. Para Grafana (monitoring):"
+echo "     - Acceso local: http://localhost:3001"
+echo "     - Usuario: admin"
+echo "     - Password: Ver EJECUTAR_AHORA.md"
+echo ""
+
+echo -e "${YELLOW}📖 Documentación:${NC}"
+echo "  - EJECUTAR_AHORA.md    → Instrucciones detalladas"
+echo "  - SECURITY_GUIDE.md    → Guía completa de seguridad"
+echo "  - SECURITY_AUDIT.md    → Resumen de auditoría"
+echo ""
+
+echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}\n"
diff --git a/models/__init__.py b/models/__init__.py
new file mode 100644
index 0000000..ba25437
--- /dev/null
+++ b/models/__init__.py
@@ -0,0 +1,3 @@
+# models/__init__.py
+# Para que Python reconozca el directorio como paquete.
+
diff --git a/models/categorias.py b/models/categorias.py
new file mode 100644
index 0000000..33d0f6f
--- /dev/null
+++ b/models/categorias.py
@@ -0,0 +1,9 @@
+from psycopg2 import extras
+from typing import List, Dict
+
+
+def get_categorias(conn) -> List[Dict]:
+    with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        cur.execute("SELECT id, nombre FROM categorias ORDER BY nombre;")
+        return cur.fetchall()
+
diff --git a/models/describe.txt b/models/describe.txt
new file mode 100644
index 0000000..524d733
--- /dev/null
+++ b/models/describe.txt
@@ -0,0 +1,337 @@
+models/
+├── __init__.py              # Paquete Python (vacío)
+├── categorias.py            # Operaciones con categorías
+├── feeds.py                 # Operaciones con feeds RSS
+├── noticias.py              # Búsqueda y consulta de noticias
+└── paises.py                # Operaciones con países
+└── traducciones.py          # Operaciones con traducciones
+
+init.py
+Propósito: Archivo necesario para que Python reconozca este directorio como un paquete.
+
+Contenido: Vacío o comentario explicativo.
+
+Uso: Permite importar módulos desde models:
+
+python
+from models.noticias import buscar_noticias
+categorias.py
+Propósito: Maneja todas las operaciones relacionadas con categorías de noticias.
+
+Funciones principales:
+
+get_categorias(conn) -> List[Dict]
+Descripción: Obtiene todas las categorías disponibles ordenadas alfabéticamente.
+
+Parámetros:
+
+conn: Conexión a PostgreSQL activa
+
+Consulta SQL:
+
+sql
+SELECT id, nombre FROM categorias ORDER BY nombre;
+Retorna: Lista de diccionarios con estructura:
+
+python
+[
+    {"id": 1, "nombre": "Política"},
+    {"id": 2, "nombre": "Deportes"},
+    ...
+]
+Uso típico: Para llenar dropdowns de filtrado en la interfaz web.
+
+feeds.py
+Propósito: Maneja operaciones relacionadas con feeds RSS.
+
+Funciones principales:
+
+get_feed_by_id(conn, feed_id: int) -> Optional[Dict]
+Descripción: Obtiene un feed específico por su ID.
+
+Parámetros:
+
+conn: Conexión a PostgreSQL
+
+feed_id: ID numérico del feed
+
+Consulta SQL:
+
+sql
+SELECT * FROM feeds WHERE id = %s;
+Retorna: Un diccionario con todos los campos del feed o None si no existe.
+
+get_feeds_activos(conn) -> List[Dict]
+Descripción: Obtiene todos los feeds activos y no caídos.
+
+Criterios de activos:
+
+activo = TRUE
+
+fallos < 5 (o NULL)
+
+Consulta SQL:
+
+sql
+SELECT id, nombre, url, categoria_id, pais_id, fallos, activo
+FROM feeds
+WHERE activo = TRUE
+  AND (fallos IS NULL OR fallos < 5)
+ORDER BY id;
+Retorna: Lista de feeds activos para el ingestor RSS.
+
+Uso crítico: Esta función es utilizada por rss_ingestor.py para determinar qué feeds procesar.
+
+noticias.py
+Propósito: Módulo más complejo que maneja todas las operaciones de búsqueda y consulta de noticias.
+
+Funciones auxiliares:
+
+_extraer_tags_por_traduccion(cur, traduccion_ids: List[int]) -> Dict[int, List[tuple]]
+Descripción: Función privada que obtiene tags agrupados por ID de traducción.
+
+Parámetros:
+
+cur: Cursor de base de datos
+
+traduccion_ids: Lista de IDs de traducciones
+
+Consulta SQL:
+
+sql
+SELECT tn.traduccion_id, tg.valor, tg.tipo
+FROM tags_noticia tn
+JOIN tags tg ON tg.id = tn.tag_id
+WHERE tn.traduccion_id = ANY(%s);
+Retorna: Diccionario donde:
+
+Clave: traduccion_id
+
+Valor: Lista de tuplas (valor_tag, tipo_tag)
+
+Optimización: Evita el problema N+1 al cargar tags.
+
+Funciones principales:
+
+buscar_noticias(...) -> Tuple[List[Dict], int, int, Dict]
+Descripción: Búsqueda avanzada con múltiples filtros, paginación y traducciones.
+
+Parámetros:
+
+conn: Conexión a PostgreSQL
+
+page: Número de página (1-based)
+
+per_page: Noticias por página
+
+q: Término de búsqueda (opcional)
+
+categoria_id: Filtrar por categoría (opcional)
+
+continente_id: Filtrar por continente (opcional)
+
+pais_id: Filtrar por país (opcional)
+
+fecha: Filtrar por fecha exacta YYYY-MM-DD (opcional)
+
+lang: Idioma objetivo para traducciones (default: "es")
+
+use_tr: Incluir traducciones en búsqueda (default: True)
+
+Retorna: Tupla con 4 elementos:
+
+noticias: Lista de noticias con datos completos
+
+total_results: Total de resultados (sin paginación)
+
+total_pages: Total de páginas calculado
+
+tags_por_tr: Diccionario de tags por traducción
+
+Características de búsqueda:
+
+Filtrado por fecha: Coincidencia exacta de fecha
+
+Filtrado geográfico: País o continente (jerárquico)
+
+Filtrado por categoría: Selección única
+
+Búsqueda de texto:
+
+Búsqueda full-text con PostgreSQL (websearch_to_tsquery)
+
+Búsqueda ILIKE en múltiples campos
+
+Incluye campos originales y traducidos
+
+Paginación: Offset/Limit estándar
+
+Traducciones: JOIN condicional con tabla traducciones
+
+Optimización: Single query para contar y obtener datos
+
+Consulta SQL principal (simplificada):
+
+sql
+-- Contar total
+SELECT COUNT(DISTINCT n.id)
+FROM noticias n
+-- joins con categorias, paises, traducciones
+WHERE [condiciones dinámicas]
+
+-- Obtener datos paginados
+SELECT
+    n.id, n.titulo, n.resumen, n.url, n.fecha,
+    n.imagen_url, n.fuente_nombre,
+    c.nombre AS categoria,
+    p.nombre AS pais,
+    t.id AS traduccion_id,
+    t.titulo_trad AS titulo_traducido,
+    t.resumen_trad AS resumen_traducido,
+    -- flag de traducción disponible
+    CASE WHEN t.id IS NOT NULL THEN TRUE ELSE FALSE END AS tiene_traduccion,
+    -- campos originales
+    n.titulo AS titulo_original,
+    n.resumen AS resumen_original
+FROM noticias n
+-- joins...
+WHERE [condiciones dinámicas]
+ORDER BY n.fecha DESC NULLS LAST, n.id DESC
+LIMIT %s OFFSET %s
+Campos retornados por noticia:
+
+python
+{
+    "id": 123,
+    "titulo": "Título original",
+    "resumen": "Resumen original",
+    "url": "https://ejemplo.com/noticia",
+    "fecha": datetime(...),
+    "imagen_url": "https://.../imagen.jpg",
+    "fuente_nombre": "BBC News",
+    "categoria": "Política",
+    "pais": "España",
+    "traduccion_id": 456,  # o None
+    "titulo_traducido": "Título en español",
+    "resumen_traducido": "Resumen en español",
+    "tiene_traduccion": True,  # o False
+    "titulo_original": "Original title",
+    "resumen_original": "Original summary"
+}
+Uso en la aplicación: Esta función es el corazón de la búsqueda en la web, utilizada por los blueprints de Flask.
+
+paises.py
+Propósito: Maneja operaciones relacionadas con países.
+
+Funciones principales:
+
+get_paises(conn) -> List[Dict]
+Descripción: Obtiene todos los países ordenados alfabéticamente.
+
+Parámetros:
+
+conn: Conexión a PostgreSQL
+
+Consulta SQL:
+
+sql
+SELECT id, nombre FROM paises ORDER BY nombre;
+Retorna: Lista de diccionarios con id y nombre de cada país.
+
+Uso típico: Para dropdowns de filtrado por país en la interfaz web.
+
+traducciones.py
+Propósito: Maneja operaciones relacionadas con traducciones específicas.
+
+Funciones principales:
+
+get_traduccion(conn, traduccion_id: int) -> Optional[Dict]
+Descripción: Obtiene una traducción específica por su ID.
+
+Parámetros:
+
+conn: Conexión a PostgreSQL
+
+traduccion_id: ID numérico de la traducción
+
+Consulta SQL:
+
+sql
+SELECT * FROM traducciones WHERE id = %s;
+Retorna: Diccionario con todos los campos de la traducción o None.
+
+Campos incluidos: id, noticia_id, lang_from, lang_to, titulo_trad, resumen_trad, status, error, created_at, etc.
+
+Uso típico: Para páginas de detalle de traducciones o debugging.
+
+Patrones de Diseño Observados
+1. Separación de Responsabilidades
+Cada archivo maneja una entidad específica de la base de datos
+
+Lógica de consultas separada de lógica de negocio
+
+2. Interfaz Consistente
+Todas las funciones reciben conn como primer parámetro
+
+Retornan diccionarios (usando DictCursor)
+
+Nombres descriptivos y consistentes
+
+3. Optimización de Consultas
+Uso de _extraer_tags_por_traduccion para evitar N+1 queries
+
+Consultas COUNT y SELECT en la misma transacción
+
+Índices implícitos en ORDER BY fecha DESC
+
+4. Manejo de Traducciones
+JOIN condicional con tabla traducciones
+
+Flag tiene_traduccion para fácil verificación en frontend
+
+Campos originales siempre disponibles como fallback
+
+5. Seguridad
+Uso de parámetros preparados (%s)
+
+No concatenación directa de strings en SQL
+
+Validación implícita de tipos
+
+Flujo de Datos Típico
+python
+# En un blueprint de Flask
+from db import get_conn
+from models.noticias import buscar_noticias
+
+def ruta_buscar():
+    conn = get_conn()
+    try:
+        noticias, total, paginas, tags = buscar_noticias(
+            conn=conn,
+            page=request.args.get('page', 1, type=int),
+            per_page=20,
+            q=request.args.get('q', ''),
+            categoria_id=request.args.get('categoria_id'),
+            pais_id=request.args.get('pais_id'),
+            lang='es'
+        )
+        # Procesar resultados...
+    finally:
+        conn.close()
+Dependencias y Relaciones
+Requisito: psycopg2.extras.DictCursor para retornar diccionarios
+
+Usado por: Todos los blueprints en routers/
+
+Base de datos: Asume estructura de tablas específica (feeds, noticias, traducciones, etc.)
+
+Índices necesarios: Para optimizar búsquedas, se recomiendan índices en:
+
+noticias(fecha DESC, id DESC)
+
+traducciones(noticia_id, lang_to, status)
+
+feeds(activo, fallos)
+
+
diff --git a/models/feeds.py b/models/feeds.py
new file mode 100644
index 0000000..c091e36
--- /dev/null
+++ b/models/feeds.py
@@ -0,0 +1,24 @@
+from psycopg2 import extras
+from typing import List, Dict, Optional
+
+
+def get_feed_by_id(conn, feed_id: int) -> Optional[Dict]:
+    with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        cur.execute("SELECT * FROM feeds WHERE id = %s;", (feed_id,))
+        return cur.fetchone()
+
+
+def get_feeds_activos(conn) -> List[Dict]:
+    """Feeds activos y no caídos, usados por el ingestor RSS."""
+    with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        cur.execute(
+            """
+            SELECT id, nombre, url, categoria_id, pais_id, fallos, activo
+            FROM feeds
+            WHERE activo = TRUE
+              AND (fallos IS NULL OR fallos < 5)
+            ORDER BY id;
+            """
+        )
+        return cur.fetchall()
+
diff --git a/models/noticias.py b/models/noticias.py
new file mode 100644
index 0000000..7e47149
--- /dev/null
+++ b/models/noticias.py
@@ -0,0 +1,282 @@
+from psycopg2 import extras
+from typing import List, Dict, Optional, Tuple, Any
+import os
+import torch
+from sentence_transformers import SentenceTransformer
+
+
+def _extraer_tags_por_traduccion(cur, traduccion_ids: List[int]) -> Dict[int, List[tuple]]:
+    """Obtiene tags agrupados por traducción."""
+    tags_por_tr = {}
+
+    if not traduccion_ids:
+        return tags_por_tr
+
+    cur.execute(
+        """
+        SELECT tn.traduccion_id, tg.valor, tg.tipo
+        FROM tags_noticia tn
+        JOIN tags tg ON tg.id = tn.tag_id
+        WHERE tn.traduccion_id = ANY(%s);
+        """,
+        (traduccion_ids,),
+    )
+    rows = cur.fetchall()
+
+    for tr_id, valor, tipo in rows:
+        tags_por_tr.setdefault(tr_id, []).append((valor, tipo))
+
+    return tags_por_tr
+
+
+def buscar_noticias(
+    conn,
+    page: int,
+    per_page: int,
+    q: str = "",
+    categoria_id: Optional[str] = None,
+    continente_id: Optional[str] = None,
+    pais_id: Optional[str] = None,
+    fecha: Optional[str] = None,
+    lang: str = "es",
+    use_tr: bool = True,
+    skip_count: bool = False,
+) -> Tuple[List[Dict], int, int, Dict]:
+    """
+    Búsqueda avanzada de noticias con filtros:
+    - fecha
+    - país / continente
+    - categoría
+    - búsqueda fulltext + ILIKE
+    - traducciones
+    - paginación
+    """
+    offset = (page - 1) * per_page
+
+    where = ["1=1"]
+    params = []
+
+    # Filtro por fecha exacta
+    if fecha:
+        where.append("n.fecha::date = %s")
+        params.append(fecha)
+
+    # Categoría
+    if categoria_id:
+        where.append("n.categoria_id = %s")
+        params.append(int(categoria_id))
+
+    # País o continente
+    if pais_id:
+        where.append("n.pais_id = %s")
+        params.append(int(pais_id))
+    elif continente_id:
+        where.append("p.continente_id = %s")
+        params.append(int(continente_id))
+
+    # Búsqueda
+    if q:
+        search_like = f"%{q}%"
+        if use_tr:
+            where.append(
+                """
+                (
+                    n.tsv @@ websearch_to_tsquery('spanish', %s)
+                    OR t.titulo_trad ILIKE %s
+                    OR t.resumen_trad ILIKE %s
+                    OR n.titulo ILIKE %s
+                    OR n.resumen ILIKE %s
+                )
+                """
+            )
+            params.extend([q, search_like, search_like, search_like, search_like])
+        else:
+            where.append(
+                """
+                (
+                    n.tsv @@ websearch_to_tsquery('spanish', %s)
+                    OR n.titulo ILIKE %s
+                    OR n.resumen ILIKE %s
+                )
+                """
+            )
+            params.extend([q, search_like, search_like])
+
+    where_sql = " AND ".join(where)
+
+    with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+
+        # =====================================================================
+        # TOTAL DE RESULTADOS (OPTIMIZADO)
+        # =====================================================================
+        total_results = 0
+        total_pages = 0
+        
+        if not skip_count:
+            # Si no hay filtros de búsqueda de texto ni filtros complejos, usar estimación rápida
+            if not q and not categoria_id and not pais_id and not continente_id and not fecha:
+                 cur.execute("SELECT reltuples::bigint FROM pg_class WHERE relname = 'noticias'")
+                 row = cur.fetchone()
+                 total_results = row[0] if row else 0
+            else:
+                # Conteo exacto si hay filtros (necesario para paginación filtrada)
+                cur.execute(
+                    f"""
+                    SELECT COUNT(n.id)
+                    FROM noticias n
+                    LEFT JOIN categorias c ON c.id = n.categoria_id
+                    LEFT JOIN paises p ON p.id = n.pais_id
+                    LEFT JOIN traducciones t
+                        ON t.noticia_id = n.id
+                       AND t.lang_to = %s
+                       AND t.status = 'done'
+                    WHERE {where_sql}
+                    """,
+                    [lang] + params,
+                )
+                total_results = cur.fetchone()[0]
+    
+            total_pages = (total_results // per_page) + (1 if total_results % per_page else 0)
+
+        # =====================================================================
+        # LISTA DE NOTICIAS PAGINADAS
+        # =====================================================================
+        cur.execute(
+            f"""
+            SELECT
+                n.id,
+                n.titulo,
+                n.resumen,
+                n.url,
+                n.fecha,
+                n.imagen_url,
+                n.fuente_nombre,
+                c.nombre AS categoria,
+                p.nombre AS pais,
+
+                -- traducciones
+                t.id AS traduccion_id,
+                t.titulo_trad AS titulo_traducido,
+                t.resumen_trad AS resumen_traducido,
+                CASE WHEN t.id IS NOT NULL THEN TRUE ELSE FALSE END AS tiene_traduccion,
+
+                -- originales
+                n.titulo AS titulo_original,
+                n.resumen AS resumen_original
+
+            FROM noticias n
+            LEFT JOIN categorias c ON c.id = n.categoria_id
+            LEFT JOIN paises p ON p.id = n.pais_id
+            LEFT JOIN traducciones t
+                ON t.noticia_id = n.id
+               AND t.lang_to = %s
+               AND t.status = 'done'
+            WHERE {where_sql}
+            ORDER BY n.fecha DESC NULLS LAST, n.id DESC
+            LIMIT %s OFFSET %s
+            """,
+            [lang] + params + [per_page, offset],
+        )
+        noticias = cur.fetchall()
+
+        # =====================================================================
+        # TAGS POR TRADUCCIÓN
+        # =====================================================================
+        tr_ids = [n["traduccion_id"] for n in noticias if n["traduccion_id"]]
+        tags_por_tr = _extraer_tags_por_traduccion(cur, tr_ids)
+
+    return noticias, total_results, total_pages, tags_por_tr
+
+
+# Cache del modelo para no cargarlo en cada petición
+_model_cache = {}
+
+def _get_emb_model():
+    model_name = os.environ.get("EMB_MODEL", "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2")
+    if model_name not in _model_cache:
+        device = "cuda" if torch.cuda.is_available() else "cpu"
+        _model_cache[model_name] = SentenceTransformer(model_name, device=device)
+    return _model_cache[model_name], model_name
+
+def buscar_noticias_semantica(
+    conn,
+    page: int,
+    per_page: int,
+    q: str,
+    categoria_id: Optional[str] = None,
+    continente_id: Optional[str] = None,
+    pais_id: Optional[str] = None,
+    fecha: Optional[str] = None,
+    lang: str = "es",
+) -> Tuple[List[Dict], int, int, Dict]:
+    """
+    Búsqueda semántica usando embeddings y similitud coseno (vía producto punto si están normalizados).
+    """
+    if not q.strip():
+        return buscar_noticias(conn, page, per_page, "", categoria_id, continente_id, pais_id, fecha, lang)
+
+    offset = (page - 1) * per_page
+    model, model_name = _get_emb_model()
+    
+    # Generar embedding de la consulta
+    q_emb = model.encode([q], normalize_embeddings=True)[0].tolist()
+
+    where = ["t.status = 'done'", "t.lang_to = %s"]
+    params = [lang]
+
+    if fecha:
+        where.append("n.fecha::date = %s")
+        params.append(fecha)
+    if categoria_id:
+        where.append("n.categoria_id = %s")
+        params.append(int(categoria_id))
+    if pais_id:
+        where.append("n.pais_id = %s")
+        params.append(int(pais_id))
+    elif continente_id:
+        where.append("p.continente_id = %s")
+        params.append(int(continente_id))
+
+    where_sql = " AND ".join(where)
+
+    with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        # Consulta de búsqueda vectorial (usamos un array_agg o similar para el producto punto si no hay pgvector)
+        # Nota: Aquí asumo que usamos producto punto entre arrays de double precision
+        query_sql = f"""
+            WITH similarity AS (
+                SELECT 
+                    te.traduccion_id,
+                    (
+                        SELECT SUM(a*b)
+                        FROM unnest(te.embedding, %s::double precision[]) AS t(a,b)
+                    ) AS score
+                FROM traduccion_embeddings te
+                WHERE te.model = %s
+            )
+            SELECT 
+                n.id, n.titulo, n.resumen, n.url, n.fecha, n.imagen_url, n.fuente_nombre,
+                c.nombre AS categoria, p.nombre AS pais,
+                t.id AS traduccion_id, t.titulo_trad AS titulo_traducido, t.resumen_trad AS resumen_traducido,
+                TRUE AS tiene_traduccion, s.score
+            FROM similarity s
+            JOIN traducciones t ON t.id = s.traduccion_id
+            JOIN noticias n ON n.id = t.noticia_id
+            LEFT JOIN categorias c ON c.id = n.categoria_id
+            LEFT JOIN paises p ON p.id = n.pais_id
+            WHERE {where_sql}
+            ORDER BY n.fecha DESC NULLS LAST, s.score DESC
+            LIMIT %s OFFSET %s
+        """
+        
+        # Para el conteo total en semántica podemos simplificar o usar el mismo WHERE
+        cur.execute(f"SELECT COUNT(*) FROM traducciones t JOIN noticias n ON n.id = t.noticia_id LEFT JOIN paises p ON p.id = n.pais_id WHERE {where_sql}", params)
+        total_results = cur.fetchone()[0]
+        total_pages = (total_results // per_page) + (1 if total_results % per_page else 0)
+
+        cur.execute(query_sql, [q_emb, model_name] + params + [per_page, offset])
+        noticias = cur.fetchall()
+
+        tr_ids = [n["traduccion_id"] for n in noticias]
+        tags_por_tr = _extraer_tags_por_traduccion(cur, tr_ids)
+
+    return noticias, total_results, total_pages, tags_por_tr
diff --git a/models/paises.py b/models/paises.py
new file mode 100644
index 0000000..53766d7
--- /dev/null
+++ b/models/paises.py
@@ -0,0 +1,9 @@
+from typing import List, Dict
+from psycopg2 import extras
+
+
+def get_paises(conn) -> List[Dict]:
+    with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        cur.execute("SELECT id, nombre FROM paises ORDER BY nombre;")
+        return cur.fetchall()
+
diff --git a/models/traducciones.py b/models/traducciones.py
new file mode 100644
index 0000000..40b515b
--- /dev/null
+++ b/models/traducciones.py
@@ -0,0 +1,16 @@
+from psycopg2 import extras
+from typing import Optional, Dict
+
+
+def get_traduccion(conn, traduccion_id: int) -> Optional[Dict]:
+    with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        cur.execute(
+            """
+            SELECT *
+            FROM traducciones
+            WHERE id = %s;
+            """,
+            (traduccion_id,),
+        )
+        return cur.fetchone()
+
diff --git a/monitoring/prometheus.yml b/monitoring/prometheus.yml
new file mode 100644
index 0000000..6cc80ce
--- /dev/null
+++ b/monitoring/prometheus.yml
@@ -0,0 +1,21 @@
+global:
+  scrape_interval: 15s
+
+scrape_configs:
+  - job_name: 'prometheus'
+    static_configs:
+      - targets: ['localhost:9090']
+
+  - job_name: 'cadvisor'
+    static_configs:
+      - targets: ['cadvisor:8080']
+
+  # If we had Node Exporter (for host metrics):
+  # - job_name: 'node_exporter'
+  #   static_configs:
+  #     - targets: ['node-exporter:9100']
+
+  # If the app exposes metrics (e.g. Flask/Gunicorn with prometheus_client)
+  # - job_name: 'rss2_web'
+  #   static_configs:
+  #     - targets: ['rss2_web:8000']
diff --git a/nginx.conf b/nginx.conf
new file mode 100644
index 0000000..4f9b758
--- /dev/null
+++ b/nginx.conf
@@ -0,0 +1,112 @@
+user nginx;
+worker_processes auto;
+error_log /var/log/nginx/error.log warn;
+pid /var/run/nginx.pid;
+
+events {
+    worker_connections 4096;  # Alta capacidad de conexiones concurrentes
+    use epoll;  # Mejor rendimiento en Linux
+}
+
+http {
+    include /etc/nginx/mime.types;
+    default_type application/octet-stream;
+
+    log_format main '$remote_addr - $remote_user [$time_local] "$request" '
+                    '$status $body_bytes_sent "$http_referer" '
+                    '"$http_user_agent" "$http_x_forwarded_for"';
+
+    access_log /var/log/nginx/access.log main;
+
+    # Optimizaciones de rendimiento
+    sendfile on;
+    tcp_nopush on;
+    tcp_nodelay on;
+    keepalive_timeout 65;
+    types_hash_max_size 2048;
+    client_max_body_size 1000M;
+
+    # Compresión gzip para reducir ancho de banda
+    gzip on;
+    gzip_vary on;
+    gzip_proxied any;
+    gzip_comp_level 6;
+    gzip_types text/plain text/css text/xml text/javascript 
+               application/json application/javascript application/xml+rss 
+               application/atom+xml image/svg+xml;
+    gzip_disable "msie6";
+
+    # Cache de archivos estáticos
+    open_file_cache max=1000 inactive=20s;
+    open_file_cache_valid 30s;
+    open_file_cache_min_uses 2;
+    open_file_cache_errors on;
+
+    # Configuración upstream para Gunicorn
+    upstream gunicorn_backend {
+        server rss2_web:8000 max_fails=3 fail_timeout=30s;
+        keepalive 32;
+    }
+
+    server {
+        listen 80;
+        server_name _;
+
+        # Logs específicos
+        access_log /var/log/nginx/rss2_access.log main;
+        error_log /var/log/nginx/rss2_error.log warn;
+
+        # Límites de seguridad
+        client_body_timeout 60s;
+        client_header_timeout 60s;
+        send_timeout 300s;
+
+        # Servir archivos estáticos directamente desde NGINX
+        location /static/ {
+            alias /app/static/;
+            expires 7d;
+            add_header Cache-Control "public, immutable";
+            access_log off;
+        }
+
+        # Proxy pass a Gunicorn para todo lo demás
+        location / {
+            proxy_pass http://gunicorn_backend;
+            proxy_redirect off;
+            
+            # Headers necesarios
+            proxy_set_header Host $host;
+            proxy_set_header X-Real-IP $remote_addr;
+            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
+            proxy_set_header X-Forwarded-Proto $scheme;
+            
+            # Timeouts para queries lentas
+            proxy_connect_timeout 60s;
+            proxy_send_timeout 300s;
+            proxy_read_timeout 300s;
+            
+            # Buffering
+            proxy_buffering on;
+            proxy_buffer_size 4k;
+            proxy_buffers 8 4k;
+            proxy_busy_buffers_size 8k;
+            
+            # HTTP/1.1 para keepalive
+            proxy_http_version 1.1;
+            proxy_set_header Connection "";
+        }
+
+        # Health check endpoint
+        location /health {
+            access_log off;
+            proxy_pass http://gunicorn_backend;
+        }
+
+        # Bloquear acceso a archivos sensibles
+        location ~ /\. {
+            deny all;
+            access_log off;
+            log_not_found off;
+        }
+    }
+}
diff --git a/requirements.txt b/requirements.txt
new file mode 100755
index 0000000..6769d61
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,33 @@
+Flask==2.3.3
+feedparser==6.0.11
+APScheduler==3.10.4
+psycopg2-binary==2.9.10
+bleach==6.1.0
+gunicorn==22.0.0
+gevent>=23.9.1
+waitress==2.1.2
+bcrypt>=4.1.0
+email-validator>=2.1.0
+tqdm>=4.66
+beautifulsoup4>=4.12
+requests>=2.31
+newspaper3k==0.2.8
+lxml[html_clean]>=4.9.3
+langdetect==1.0.9
+transformers==4.43.3
+sentencepiece==0.2.0
+sacremoses==0.1.1
+accelerate==0.33.0
+ctranslate2>=4.0.0
+spacy>=3.7,<4.0
+pgvector==0.2.5
+sentence-transformers==3.0.1
+numpy>=1.26
+scikit-learn>=1.4
+python-dotenv>=1.0
+weasyprint==60.1
+pydyf==0.10.0
+redis>=5.0.0
+qdrant-client==1.11.0
+feedfinder2>=0.0.4
+
diff --git a/reset_and_deploy.sh b/reset_and_deploy.sh
new file mode 100755
index 0000000..bdbe902
--- /dev/null
+++ b/reset_and_deploy.sh
@@ -0,0 +1,14 @@
+#!/bin/bash
+
+echo "Stopping all containers..."
+docker-compose down
+
+echo "Removing data volumes..."
+# Use sudo if necessary, or ensure current user has permissions
+rm -rf pgdata pgdata-replica redis-data qdrant_storage
+
+echo "Starting deployment from scratch..."
+docker-compose up -d --build
+
+echo "Deployment complete. Checking status..."
+docker-compose ps
diff --git a/routers/__init__.py b/routers/__init__.py
new file mode 100644
index 0000000..bb3d34b
--- /dev/null
+++ b/routers/__init__.py
@@ -0,0 +1,3 @@
+# routes/__init__.py
+# Necesario para que Python lo trate como un paquete.
+
diff --git a/routers/account.py b/routers/account.py
new file mode 100644
index 0000000..28d50d8
--- /dev/null
+++ b/routers/account.py
@@ -0,0 +1,267 @@
+"""
+Account management router - User profile and account settings.
+"""
+from flask import Blueprint, render_template, request, redirect, url_for, flash, jsonify
+from psycopg2 import extras
+from db import get_conn
+from utils.auth import get_current_user, login_required, hash_password, verify_password, validate_password
+from datetime import datetime
+
+account_bp = Blueprint("account", __name__, url_prefix="/account")
+
+
+@account_bp.route("/")
+@login_required
+def index():
+    """User account dashboard."""
+    user = get_current_user()
+    if not user:
+        return redirect(url_for('auth.login'))
+    
+    with get_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            # Get favorites count
+            cur.execute("""
+                SELECT COUNT(*) as count 
+                FROM favoritos 
+                WHERE user_id = %s
+            """, (user['id'],))
+            favorites_count = cur.fetchone()['count']
+            
+            # Get search history count
+            cur.execute("""
+                SELECT COUNT(*) as count 
+                FROM search_history 
+                WHERE user_id = %s
+            """, (user['id'],))
+            searches_count = cur.fetchone()['count']
+            
+            # Get recent searches (last 10)
+            cur.execute("""
+                SELECT query, results_count, searched_at
+                FROM search_history
+                WHERE user_id = %s
+                ORDER BY searched_at DESC
+                LIMIT 10
+            """, (user['id'],))
+            recent_searches = cur.fetchall()
+            
+            # Get recent favorites (last 5)
+            cur.execute("""
+                SELECT n.id, n.titulo, n.imagen_url, f.created_at,
+                       t.titulo_trad, t.id AS traduccion_id
+                FROM favoritos f
+                JOIN noticias n ON n.id = f.noticia_id
+                LEFT JOIN traducciones t ON t.noticia_id = n.id AND t.lang_to = 'es' AND t.status = 'done'
+                WHERE f.user_id = %s
+                ORDER BY f.created_at DESC
+                LIMIT 5
+            """, (user['id'],))
+            recent_favorites = cur.fetchall()
+    
+    return render_template("account.html",
+                          user=user,
+                          favorites_count=favorites_count,
+                          searches_count=searches_count,
+                          recent_searches=recent_searches,
+                          recent_favorites=recent_favorites)
+
+
+@account_bp.route("/search-history")
+@login_required
+def search_history():
+    """Full search history page."""
+    user = get_current_user()
+    if not user:
+        return redirect(url_for('auth.login'))
+    
+    page = max(1, int(request.args.get('page', 1)))
+    per_page = 50
+    offset = (page - 1) * per_page
+    
+    with get_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            # Get total count
+            cur.execute("""
+                SELECT COUNT(*) as count 
+                FROM search_history 
+                WHERE user_id = %s
+            """, (user['id'],))
+            total = cur.fetchone()['count']
+            
+            # Get paginated results
+            cur.execute("""
+                SELECT query, results_count, searched_at
+                FROM search_history
+                WHERE user_id = %s
+                ORDER BY searched_at DESC
+                LIMIT %s OFFSET %s
+            """, (user['id'], per_page, offset))
+            searches = cur.fetchall()
+    
+    total_pages = (total + per_page - 1) // per_page
+    
+    return render_template("search_history.html",
+                          user=user,
+                          searches=searches,
+                          page=page,
+                          total_pages=total_pages,
+                          total=total)
+
+
+@account_bp.route("/change-password", methods=["POST"])
+@login_required
+def change_password():
+    """Change user password."""
+    user = get_current_user()
+    if not user:
+        return redirect(url_for('auth.login'))
+    
+    current_password = request.form.get("current_password", "")
+    new_password = request.form.get("new_password", "")
+    new_password_confirm = request.form.get("new_password_confirm", "")
+    
+    # Validation
+    if not current_password or not new_password:
+        flash("Por favor completa todos los campos", "danger")
+        return redirect(url_for('account.index'))
+    
+    valid_password, password_error = validate_password(new_password)
+    if not valid_password:
+        flash(password_error, "danger")
+        return redirect(url_for('account.index'))
+    
+    if new_password != new_password_confirm:
+        flash("Las contraseñas nuevas no coinciden", "danger")
+        return redirect(url_for('account.index'))
+    
+    try:
+        with get_conn() as conn:
+            with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+                # Verify current password
+                cur.execute("""
+                    SELECT password_hash
+                    FROM usuarios
+                    WHERE id = %s
+                """, (user['id'],))
+                result = cur.fetchone()
+                
+                if not result or not verify_password(current_password, result['password_hash']):
+                    flash("La contraseña actual es incorrecta", "danger")
+                    return redirect(url_for('account.index'))
+                
+                # Update password
+                new_hash = hash_password(new_password)
+                cur.execute("""
+                    UPDATE usuarios 
+                    SET password_hash = %s, updated_at = NOW()
+                    WHERE id = %s
+                """, (new_hash, user['id']))
+            conn.commit()
+        
+        flash("Contraseña actualizada exitosamente", "success")
+    except Exception as e:
+        flash("Error al actualizar la contraseña", "danger")
+    
+    return redirect(url_for('account.index'))
+
+
+@account_bp.route("/upload-avatar", methods=["POST"])
+@login_required
+def upload_avatar():
+    """Upload user avatar."""
+    import os
+    import secrets
+    from werkzeug.utils import secure_filename
+    from flask import current_app
+    
+    user = get_current_user()
+    if not user:
+        return redirect(url_for('auth.login'))
+    
+    if 'avatar' not in request.files:
+        flash("No se seleccionó ningún archivo", "danger")
+        return redirect(url_for('account.index'))
+    
+    file = request.files['avatar']
+    if file.filename == '':
+        flash("No se seleccionó ningún archivo", "danger")
+        return redirect(url_for('account.index'))
+    
+    if file:
+        # Check extension
+        allowed_extensions = {'.png', '.jpg', '.jpeg', '.gif', '.webp'}
+        _, ext = os.path.splitext(file.filename)
+        if ext.lower() not in allowed_extensions:
+            flash("Formato de imagen no permitido. Usa JPG, PNG, GIF o WEBP.", "danger")
+            return redirect(url_for('account.index'))
+        
+        # Save file
+        try:
+            # Create filename using user ID and random partial to avoid caching issues
+            random_hex = secrets.token_hex(4)
+            filename = f"user_{user['id']}_{random_hex}{ext.lower()}"
+            
+            # Ensure upload folder exists
+            upload_folder = os.path.join(current_app.root_path, 'static/uploads/avatars')
+            os.makedirs(upload_folder, exist_ok=True)
+            
+            # Delete old avatar if exists
+            if user.get('avatar_url'):
+                old_path = os.path.join(current_app.root_path, user['avatar_url'].lstrip('/'))
+                if os.path.exists(old_path) and 'user_' in old_path: # Safety check
+                    try:
+                        os.remove(old_path)
+                    except:
+                        pass
+            
+            file_path = os.path.join(upload_folder, filename)
+            file.save(file_path)
+            
+            # Update DB
+            relative_path = f"/static/uploads/avatars/{filename}"
+            with get_conn() as conn:
+                with conn.cursor() as cur:
+                    cur.execute("""
+                        UPDATE usuarios 
+                        SET avatar_url = %s, updated_at = NOW()
+                        WHERE id = %s
+                    """, (relative_path, user['id']))
+                conn.commit()
+            
+            # Update session
+            from flask import session
+            session['avatar_url'] = relative_path
+            
+            flash("Foto de perfil actualizada", "success")
+            
+        except Exception as e:
+            print(f"Error uploading avatar: {e}")
+            flash("Error al subir la imagen", "danger")
+            
+    return redirect(url_for('account.index'))
+
+
+@account_bp.route("/stats")
+@login_required
+def stats():
+    """Get user statistics as JSON."""
+    user = get_current_user()
+    if not user:
+        return jsonify({"error": "Not authenticated"}), 401
+    
+    with get_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            cur.execute("""
+                SELECT 
+                    (SELECT COUNT(*) FROM favoritos WHERE user_id = %s) as favorites_count,
+                    (SELECT COUNT(*) FROM search_history WHERE user_id = %s) as searches_count,
+                    (SELECT MAX(searched_at) FROM search_history WHERE user_id = %s) as last_search
+            """, (user['id'], user['id'], user['id']))
+            stats = cur.fetchone()
+    
+    return jsonify({
+        "favorites_count": stats['favorites_count'],
+        "searches_count": stats['searches_count'],
+        "last_search": stats['last_search'].isoformat() if stats['last_search'] else None
+    })
diff --git a/routers/auth.py b/routers/auth.py
new file mode 100644
index 0000000..72cff75
--- /dev/null
+++ b/routers/auth.py
@@ -0,0 +1,203 @@
+"""
+Authentication router - User registration, login, and logout.
+"""
+from flask import Blueprint, request, render_template, redirect, url_for, session, flash
+from psycopg2 import extras, IntegrityError
+from db import get_conn
+from utils.auth import (
+    hash_password, verify_password, is_authenticated,
+    validate_username, validate_password, validate_email
+)
+from datetime import datetime
+
+auth_bp = Blueprint("auth", __name__, url_prefix="/auth")
+
+
+def migrate_anonymous_favorites(session_id: str, user_id: int):
+    """Migrate anonymous favorites to user account.
+    
+    Args:
+        session_id: Anonymous session ID
+        user_id: User ID to migrate favorites to
+    """
+    if not session_id:
+        return
+    
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            # Migrate favorites, avoiding duplicates
+            cur.execute("""
+                UPDATE favoritos 
+                SET user_id = %s, session_id = NULL
+                WHERE session_id = %s 
+                  AND noticia_id NOT IN (
+                    SELECT noticia_id FROM favoritos WHERE user_id = %s
+                  )
+            """, (user_id, session_id, user_id))
+            
+            # Delete any remaining duplicates
+            cur.execute("""
+                DELETE FROM favoritos 
+                WHERE session_id = %s
+            """, (session_id,))
+        conn.commit()
+
+
+# ============================================================
+#   Registration
+# ============================================================
+
+@auth_bp.route("/register", methods=["GET", "POST"])
+def register():
+    """User registration page and handler."""
+    if is_authenticated():
+        return redirect(url_for('account.index'))
+    
+    if request.method == "POST":
+        username = request.form.get("username", "").strip()
+        email = request.form.get("email", "").strip().lower()
+        password = request.form.get("password", "")
+        password_confirm = request.form.get("password_confirm", "")
+        
+        # Validation
+        valid_username, username_error = validate_username(username)
+        if not valid_username:
+            flash(username_error, "danger")
+            return render_template("register.html", username=username, email=email)
+        
+        valid_email, email_error = validate_email(email)
+        if not valid_email:
+            flash(email_error, "danger")
+            return render_template("register.html", username=username, email=email)
+        
+        valid_password, password_error = validate_password(password)
+        if not valid_password:
+            flash(password_error, "danger")
+            return render_template("register.html", username=username, email=email)
+        
+        if password != password_confirm:
+            flash("Las contraseñas no coinciden", "danger")
+            return render_template("register.html", username=username, email=email)
+        
+        # Create user
+        try:
+            password_hash = hash_password(password)
+            
+            with get_conn() as conn:
+                with conn.cursor() as cur:
+                    cur.execute("""
+                        INSERT INTO usuarios (username, email, password_hash, last_login)
+                        VALUES (%s, %s, %s, NOW())
+                        RETURNING id
+                    """, (username, email, password_hash))
+                    user_id = cur.fetchone()[0]
+                conn.commit()
+            
+            # Auto-login after registration
+            old_session_id = session.get('user_session')
+            session['user_id'] = user_id
+            session['username'] = username
+            
+            # Migrate anonymous favorites if any
+            if old_session_id:
+                migrate_anonymous_favorites(old_session_id, user_id)
+                session.pop('user_session', None)
+            
+            flash(f"¡Bienvenido {username}! Tu cuenta ha sido creada exitosamente.", "success")
+            return redirect(url_for('account.index'))
+            
+        except IntegrityError as e:
+            if 'username' in str(e):
+                flash("Este nombre de usuario ya está en uso", "danger")
+            elif 'email' in str(e):
+                flash("Este email ya está registrado", "danger")
+            else:
+                flash("Error al crear la cuenta. Por favor intenta de nuevo.", "danger")
+            return render_template("register.html", username=username, email=email)
+        except Exception as e:
+            flash("Error al crear la cuenta. Por favor intenta de nuevo.", "danger")
+            return render_template("register.html", username=username, email=email)
+    
+    return render_template("register.html")
+
+
+# ============================================================
+#   Login
+# ============================================================
+
+@auth_bp.route("/login", methods=["GET", "POST"])
+def login():
+    """User login page and handler."""
+    if is_authenticated():
+        return redirect(url_for('account.index'))
+    
+    if request.method == "POST":
+        username_or_email = request.form.get("username", "").strip()
+        password = request.form.get("password", "")
+        
+        if not username_or_email or not password:
+            flash("Por favor ingresa tu usuario/email y contraseña", "danger")
+            return render_template("login.html", username=username_or_email)
+        
+        try:
+            with get_conn() as conn:
+                with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+                    # Try login with username or email
+                    cur.execute("""
+                        SELECT id, username, email, password_hash, is_active, avatar_url
+                        FROM usuarios
+                        WHERE (username = %s OR email = %s) AND is_active = TRUE
+                    """, (username_or_email, username_or_email.lower()))
+                    user = cur.fetchone()
+                    
+                    if not user:
+                        flash("Usuario o contraseña incorrectos", "danger")
+                        return render_template("login.html", username=username_or_email)
+                    
+                    if not verify_password(password, user['password_hash']):
+                        flash("Usuario o contraseña incorrectos", "danger")
+                        return render_template("login.html", username=username_or_email)
+                    
+                    # Update last login
+                    cur.execute("""
+                        UPDATE usuarios SET last_login = NOW() WHERE id = %s
+                    """, (user['id'],))
+                conn.commit()
+            
+            # Create session
+            old_session_id = session.get('user_session')
+            session['user_id'] = user['id']
+            session['username'] = user['username']
+            session['avatar_url'] = user.get('avatar_url')
+            
+            # Migrate anonymous favorites
+            if old_session_id:
+                migrate_anonymous_favorites(old_session_id, user['id'])
+                session.pop('user_session', None)
+            
+            flash(f"¡Bienvenido de vuelta, {user['username']}!", "success")
+            
+            # Redirect to 'next' parameter if exists
+            next_page = request.args.get('next')
+            if next_page and next_page.startswith('/'):
+                return redirect(next_page)
+            return redirect(url_for('account.index'))
+            
+        except Exception as e:
+            flash("Error al iniciar sesión. Por favor intenta de nuevo.", "danger")
+            return render_template("login.html", username=username_or_email)
+    
+    return render_template("login.html")
+
+
+# ============================================================
+#   Logout
+# ============================================================
+
+@auth_bp.route("/logout", methods=["POST", "GET"])
+def logout():
+    """Log out the current user."""
+    username = session.get('username', 'Usuario')
+    session.clear()
+    flash(f"Hasta luego, {username}. Has cerrado sesión exitosamente.", "info")
+    return redirect(url_for('home.index'))
diff --git a/routers/backup.py b/routers/backup.py
new file mode 100644
index 0000000..7c076a4
--- /dev/null
+++ b/routers/backup.py
@@ -0,0 +1,353 @@
+from flask import Blueprint, send_file, render_template, request, flash, redirect, url_for
+import csv
+import io
+from psycopg2 import extras
+from db import get_conn
+
+backup_bp = Blueprint("backup", __name__)
+
+
+# ============================================================
+#   EXPORTAR FEEDS → CSV (OK)
+# ============================================================
+
+@backup_bp.route("/backup_feeds")
+def backup_feeds():
+    with get_conn() as conn, conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        cur.execute("""
+            SELECT f.id, f.nombre, f.descripcion, f.url,
+                   f.categoria_id, c.nombre AS categoria,
+                   f.pais_id, p.nombre AS pais,
+                   f.idioma, f.activo, f.fallos
+            FROM feeds f
+            LEFT JOIN categorias c ON c.id=f.categoria_id
+            LEFT JOIN paises p ON p.id=f.pais_id
+            ORDER BY f.id;
+        """)
+        rows = cur.fetchall()
+
+    output = io.StringIO()
+    writer = csv.writer(output)
+
+    writer.writerow([
+        "id", "nombre", "descripcion", "url",
+        "categoria_id", "categoria",
+        "pais_id", "pais",
+        "idioma", "activo", "fallos"
+    ])
+
+    for r in rows:
+        writer.writerow([
+            r["id"],
+            r["nombre"],
+            r["descripcion"] or "",
+            r["url"],
+            r["categoria_id"] or "",
+            r["categoria"] or "",
+            r["pais_id"] or "",
+            r["pais"] or "",
+            r["idioma"] or "",
+            r["activo"],
+            r["fallos"],
+        ])
+
+    output.seek(0)
+    return send_file(
+        io.BytesIO(output.getvalue().encode("utf-8")),
+        mimetype="text/csv",
+        as_attachment=True,
+        download_name="feeds_backup.csv",
+    )
+
+
+# ============================================================
+#   EXPORTAR FEEDS FILTRADOS → CSV
+# ============================================================
+
+@backup_bp.route("/export_feeds_filtered")
+def export_feeds_filtered():
+    """Exportar feeds con filtros opcionales (país, categoría, estado)."""
+    pais_id = request.args.get("pais_id")
+    categoria_id = request.args.get("categoria_id")
+    estado = request.args.get("estado") or ""
+
+    # Construir filtros WHERE (misma lógica que list_feeds)
+    where = []
+    params = []
+
+    if pais_id:
+        where.append("f.pais_id = %s")
+        params.append(int(pais_id))
+
+    if categoria_id:
+        where.append("f.categoria_id = %s")
+        params.append(int(categoria_id))
+
+    if estado == "activos":
+        where.append("f.activo = TRUE")
+    elif estado == "inactivos":
+        where.append("f.activo = FALSE")
+    elif estado == "errores":
+        where.append("COALESCE(f.fallos, 0) > 0")
+
+    where_sql = "WHERE " + " AND ".join(where) if where else ""
+
+    # Query SQL con filtros
+    with get_conn() as conn, conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        cur.execute(f"""
+            SELECT f.id, f.nombre, f.descripcion, f.url,
+                   f.categoria_id, c.nombre AS categoria,
+                   f.pais_id, p.nombre AS pais,
+                   f.idioma, f.activo, f.fallos
+            FROM feeds f
+            LEFT JOIN categorias c ON c.id=f.categoria_id
+            LEFT JOIN paises p ON p.id=f.pais_id
+            {where_sql}
+            ORDER BY p.nombre NULLS LAST, c.nombre NULLS LAST, f.nombre;
+        """, params)
+        rows = cur.fetchall()
+
+        # Obtener nombres para el archivo
+        pais_nombre = None
+        categoria_nombre = None
+        
+        if pais_id:
+            cur.execute("SELECT nombre FROM paises WHERE id = %s", (int(pais_id),))
+            result = cur.fetchone()
+            if result:
+                pais_nombre = result["nombre"]
+        
+        if categoria_id:
+            cur.execute("SELECT nombre FROM categorias WHERE id = %s", (int(categoria_id),))
+            result = cur.fetchone()
+            if result:
+                categoria_nombre = result["nombre"]
+
+    # Generar CSV
+    output = io.StringIO()
+    writer = csv.writer(output)
+
+    writer.writerow([
+        "id", "nombre", "descripcion", "url",
+        "categoria_id", "categoria",
+        "pais_id", "pais",
+        "idioma", "activo", "fallos"
+    ])
+
+    for r in rows:
+        writer.writerow([
+            r["id"],
+            r["nombre"],
+            r["descripcion"] or "",
+            r["url"],
+            r["categoria_id"] or "",
+            r["categoria"] or "",
+            r["pais_id"] or "",
+            r["pais"] or "",
+            r["idioma"] or "",
+            r["activo"],
+            r["fallos"],
+        ])
+
+    # Generar nombre de archivo dinámico
+    filename_parts = ["feeds"]
+    
+    if pais_nombre:
+        # Limpiar nombre de país para usar en archivo
+        clean_pais = pais_nombre.lower().replace(" ", "_").replace("/", "_")
+        filename_parts.append(clean_pais)
+    
+    if categoria_nombre:
+        clean_cat = categoria_nombre.lower().replace(" ", "_").replace("/", "_")
+        filename_parts.append(clean_cat)
+    
+    if estado:
+        filename_parts.append(estado)
+    
+    filename = "_".join(filename_parts) + ".csv"
+
+    output.seek(0)
+    return send_file(
+        io.BytesIO(output.getvalue().encode("utf-8")),
+        mimetype="text/csv",
+        as_attachment=True,
+        download_name=filename,
+    )
+
+
+# ============================================================
+#   RESTAURAR FEEDS → CSV  (VERSIÓN PROFESIONAL)
+# ============================================================
+
+@backup_bp.route("/restore_feeds", methods=["GET", "POST"])
+def restore_feeds():
+    if request.method == "GET":
+        return render_template("restore_feeds.html")
+
+    file = request.files.get("file")
+    if not file:
+        flash("Debes seleccionar un archivo CSV.", "error")
+        return redirect(url_for("backup.restore_feeds"))
+
+    # 1) Leer CSV
+    try:
+        raw = file.read().decode("utf-8-sig").replace("\ufeff", "")
+        reader = csv.DictReader(io.StringIO(raw))
+    except Exception as e:
+        flash(f"Error al procesar CSV: {e}", "error")
+        return redirect(url_for("backup.restore_feeds"))
+
+    expected_fields = [
+        "id", "nombre", "descripcion", "url",
+        "categoria_id", "categoria",
+        "pais_id", "pais",
+        "idioma", "activo", "fallos"
+    ]
+
+    if reader.fieldnames != expected_fields:
+        flash("El CSV no tiene el encabezado correcto.", "error")
+        return redirect(url_for("backup.restore_feeds"))
+
+    # Contadores
+    imported = 0
+    skipped = 0
+    failed = 0
+
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+
+                # Vaciar tabla ELIMINADO para no borrar feeds existentes
+            # cur.execute("TRUNCATE feeds RESTART IDENTITY CASCADE;")
+
+            for row in reader:
+                # Limpieza general
+                row = {k: (v.strip().rstrip("ç") if isinstance(v, str) else v) for k, v in row.items()}
+
+                # Validaciones mínimas
+                if not row["url"] or not row["nombre"]:
+                    skipped += 1
+                    continue
+
+                try:
+                    # Creating a savepoint to isolate this row's transaction
+                    cur.execute("SAVEPOINT row_savepoint")
+
+                    # Normalizar valores
+                    categoria_id = int(row["categoria_id"]) if row["categoria_id"] else None
+                    pais_id = int(row["pais_id"]) if row["pais_id"] else None
+
+                    idioma = (row["idioma"] or "").lower().strip()
+                    idioma = idioma[:2] if idioma else None
+
+                    activo = str(row["activo"]).lower() in ("true", "1", "t", "yes", "y")
+                    fallos = int(row["fallos"] or 0)
+
+                    # Buscar si ya existe un feed con esta URL
+                    cur.execute("SELECT id FROM feeds WHERE url = %s", (row["url"],))
+                    existing_feed = cur.fetchone()
+
+                    if existing_feed:
+                        # URL ya existe -> ACTUALIZAR el feed existente
+                        cur.execute("""
+                            UPDATE feeds SET
+                                nombre=%s,
+                                descripcion=%s,
+                                categoria_id=%s,
+                                pais_id=%s,
+                                idioma=%s,
+                                activo=%s,
+                                fallos=%s
+                            WHERE id=%s
+                        """, (
+                            row["nombre"],
+                            row["descripcion"] or None,
+                            categoria_id,
+                            pais_id,
+                            idioma,
+                            activo,
+                            fallos,
+                            existing_feed[0]
+                        ))
+                    else:
+                        # URL no existe -> INSERTAR NUEVO feed (ignorar ID del CSV, usar auto-increment)
+                        cur.execute("""
+                            INSERT INTO feeds (nombre, descripcion, url, categoria_id, pais_id, idioma, activo, fallos)
+                            VALUES (%s,%s,%s,%s,%s,%s,%s,%s)
+                        """, (
+                            row["nombre"],
+                            row["descripcion"] or None,
+                            row["url"],
+                            categoria_id,
+                            pais_id,
+                            idioma,
+                            activo,
+                            fallos
+                        ))
+                    
+                    cur.execute("RELEASE SAVEPOINT row_savepoint")
+                    imported += 1
+
+                except Exception as e:
+                    # If any error happens, rollback to the savepoint so the main transaction isn't aborted
+                    cur.execute("ROLLBACK TO SAVEPOINT row_savepoint")
+                    failed += 1
+                    continue
+
+            # No need to reset sequence - auto-increment handles it
+            conn.commit()
+
+    flash(
+        f"Restauración completada. "
+        f"Importados: {imported} | Saltados: {skipped} | Fallidos: {failed}",
+        "success"
+    )
+
+    return redirect(url_for("feeds.list_feeds"))
+
+
+# ============================================================
+#   EXPORTAR METADATOS (PAISES / CATEGORIAS)
+# ============================================================
+
+@backup_bp.route("/export_paises")
+def export_paises():
+    """Exportar listado de países a CSV."""
+    with get_conn() as conn, conn.cursor() as cur:
+        cur.execute("SELECT id, nombre FROM paises ORDER BY id;")
+        rows = cur.fetchall()
+
+    output = io.StringIO()
+    writer = csv.writer(output)
+    writer.writerow(["id", "nombre"])
+    for r in rows:
+        writer.writerow([r[0], r[1]])
+
+    output.seek(0)
+    return send_file(
+        io.BytesIO(output.getvalue().encode("utf-8")),
+        mimetype="text/csv",
+        as_attachment=True,
+        download_name="paises.csv",
+    )
+
+
+@backup_bp.route("/export_categorias")
+def export_categorias():
+    """Exportar listado de categorías a CSV."""
+    with get_conn() as conn, conn.cursor() as cur:
+        cur.execute("SELECT id, nombre FROM categorias ORDER BY id;")
+        rows = cur.fetchall()
+
+    output = io.StringIO()
+    writer = csv.writer(output)
+    writer.writerow(["id", "nombre"])
+    for r in rows:
+        writer.writerow([r[0], r[1]])
+
+    output.seek(0)
+    return send_file(
+        io.BytesIO(output.getvalue().encode("utf-8")),
+        mimetype="text/csv",
+        as_attachment=True,
+        download_name="categorias.csv",
+    )
diff --git a/routers/config.py b/routers/config.py
new file mode 100644
index 0000000..d76e680
--- /dev/null
+++ b/routers/config.py
@@ -0,0 +1,216 @@
+from flask import Blueprint, render_template, request, redirect, url_for, flash, Response, stream_with_context
+from datetime import datetime
+import json
+import zipfile
+import io
+from db import get_conn
+from psycopg2 import extras
+
+config_bp = Blueprint("config", __name__, url_prefix="/config")
+
+@config_bp.route("/")
+def config_home():
+    return render_template("config.html")
+
+import tempfile
+import os
+import shutil
+import threading
+import uuid
+import time
+from flask import send_file, jsonify
+from cache import cache_set, cache_get
+
+# Global dictionary to store temporary file paths (optional, but Redis is safer for clustered env)
+# Since we are in a single-server Docker setup, a global dict is fine for paths if we don't restart.
+# But for absolute safety, we'll store paths in Redis too.
+BACKUP_TASKS = {}
+
+@config_bp.route("/backup/start")
+def backup_start():
+    task_id = str(uuid.uuid4())
+    cache_set(f"backup_status:{task_id}", {"progress": 0, "total": 0, "status": "initializing"})
+    
+    # Start thread
+    thread = threading.Thread(target=_backup_worker, args=(task_id,))
+    thread.daemon = True
+    thread.start()
+    
+    return jsonify({"task_id": task_id})
+
+@config_bp.route("/backup/status/<task_id>")
+def backup_status(task_id):
+    status = cache_get(f"backup_status:{task_id}")
+    if not status:
+        return jsonify({"error": "Task not found"}), 404
+    return jsonify(status)
+
+@config_bp.route("/backup/download/<task_id>")
+def backup_download(task_id):
+    status = cache_get(f"backup_status:{task_id}")
+    if not status or status.get("status") != "completed":
+        return "Archivo no listo o expirado", 404
+    
+    file_path = status.get("file_path")
+    if not file_path or not os.path.exists(file_path):
+        return "Archivo no encontrado", 404
+    
+    filename = f"backup_noticias_{datetime.now().strftime('%Y%m%d_%H%M%S')}.zip"
+    return send_file(file_path, as_attachment=True, download_name=filename)
+
+import io
+
+def _backup_worker(task_id):
+    """Background thread to generate the backup ZIP with direct streaming."""
+    print(f"[BACKUP {task_id}] Inicia proceso...")
+    try:
+        tmp_dir = tempfile.mkdtemp()
+        timestamp = datetime.now().strftime('%Y%m%d_%H%M%S')
+        zip_path = os.path.join(tmp_dir, f"backup_{timestamp}.zip")
+        
+        from db import get_read_conn # Use replica for large reads
+        
+        with get_read_conn() as conn:
+            # 1. Count totals for progress
+            print(f"[BACKUP {task_id}] Contando registros...")
+            with conn.cursor() as cur:
+                cur.execute("SELECT count(*) FROM noticias")
+                total_n = cur.fetchone()[0]
+                cur.execute("SELECT count(*) FROM traducciones WHERE status = 'done'")
+                total_t = cur.fetchone()[0]
+            
+            total_total = total_n + total_t
+            print(f"[BACKUP {task_id}] Total registros: {total_total}")
+            cache_set(f"backup_status:{task_id}", {"progress": 0, "total": total_total, "status": "processing"})
+            
+            processed = 0
+            with zipfile.ZipFile(zip_path, "w", zipfile.ZIP_DEFLATED) as zf:
+                # --- NOTICIAS ---
+                print(f"[BACKUP {task_id}] Exportando noticias...")
+                with zf.open("noticias.jsonl", "w") as bf:
+                    # Wrap binary file for text writing
+                    with io.TextIOWrapper(bf, encoding='utf-8') as f:
+                        with conn.cursor(name=f'bak_n_{task_id}', cursor_factory=extras.DictCursor) as cur:
+                            cur.itersize = 2000
+                            cur.execute("SELECT id, titulo, resumen, url, fecha, imagen_url, fuente_nombre, categoria_id, pais_id FROM noticias")
+                            for row in cur:
+                                item = dict(row)
+                                if item.get("fecha"): item["fecha"] = item["fecha"].isoformat()
+                                f.write(json.dumps(item, ensure_ascii=False) + "\n")
+                                processed += 1
+                                if processed % 2000 == 0:
+                                    cache_set(f"backup_status:{task_id}", {"progress": processed, "total": total_total, "status": "processing"})
+                
+                # --- TRADUCCIONES ---
+                print(f"[BACKUP {task_id}] Exportando traducciones...")
+                with zf.open("traducciones.jsonl", "w") as bf:
+                    with io.TextIOWrapper(bf, encoding='utf-8') as f:
+                        with conn.cursor(name=f'bak_t_{task_id}', cursor_factory=extras.DictCursor) as cur:
+                            cur.itersize = 2000
+                            cur.execute("SELECT id, noticia_id, lang_from, lang_to, titulo_trad, resumen_trad, status, created_at FROM traducciones WHERE status = 'done'")
+                            for row in cur:
+                                item = dict(row)
+                                if item.get("created_at"): item["created_at"] = item["created_at"].isoformat()
+                                f.write(json.dumps(item, ensure_ascii=False) + "\n")
+                                processed += 1
+                                if processed % 2000 == 0:
+                                    cache_set(f"backup_status:{task_id}", {"progress": processed, "total": total_total, "status": "processing"})
+
+        print(f"[BACKUP {task_id}] Finalizado con éxito: {zip_path}")
+        cache_set(f"backup_status:{task_id}", {
+            "progress": total_total, 
+            "total": total_total, 
+            "status": "completed", 
+            "file_path": zip_path
+        }, ttl_seconds=3600)
+        
+    except Exception as e:
+        import traceback
+        error_msg = traceback.format_exc()
+        print(f"[BACKUP {task_id}] ERROR: {error_msg}")
+        cache_set(f"backup_status:{task_id}", {"status": "error", "error": str(e)})
+
+@config_bp.route("/restore/noticias", methods=["GET", "POST"])
+def restore_noticias():
+    # Keep current restore logic but maybe add progress too? 
+    # For now let's focus on fix the client's immediate backup download issue.
+    if request.method == "GET":
+        return render_template("config_restore.html")
+    
+    file = request.files.get("file")
+    if not file:
+        flash("Debes seleccionar un archivo ZIP.", "error")
+        return redirect(url_for("config.restore_noticias"))
+    
+    if not file.filename.endswith(".zip"):
+        flash("El formato debe ser .zip", "error")
+        return redirect(url_for("config.restore_noticias"))
+
+    imported_n = 0
+    imported_t = 0
+    
+    tmp_zip = tempfile.NamedTemporaryFile(delete=False, suffix=".zip")
+    file.save(tmp_zip.name)
+    tmp_zip.close()
+
+    try:
+        with zipfile.ZipFile(tmp_zip.name, "r") as zf:
+            if "noticias.jsonl" in zf.namelist():
+                with zf.open("noticias.jsonl") as f:
+                    chunk = []
+                    for line in f:
+                        chunk.append(json.loads(line.decode("utf-8")))
+                        if len(chunk) >= 500:
+                            _import_noticias_chunk(chunk)
+                            imported_n += len(chunk)
+                            chunk = []
+                    if chunk:
+                        _import_noticias_chunk(chunk)
+                        imported_n += len(chunk)
+
+            if "traducciones.jsonl" in zf.namelist():
+                with zf.open("traducciones.jsonl") as f:
+                    chunk = []
+                    for line in f:
+                        chunk.append(json.loads(line.decode("utf-8")))
+                        if len(chunk) >= 500:
+                            _import_traducciones_chunk(chunk)
+                            imported_t += len(chunk)
+                            chunk = []
+                    if chunk:
+                        _import_traducciones_chunk(chunk)
+                        imported_t += len(chunk)
+    finally:
+        if os.path.exists(tmp_zip.name):
+            os.remove(tmp_zip.name)
+    
+    flash(f"Restauración completada: {imported_n} noticias, {imported_t} traducciones.", "success")
+    return redirect(url_for("config.config_home"))
+
+def _import_noticias_chunk(chunk):
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            cur.executemany("""
+                INSERT INTO noticias (id, titulo, resumen, url, fecha, imagen_url, fuente_nombre, categoria_id, pais_id)
+                VALUES (%(id)s, %(titulo)s, %(resumen)s, %(url)s, %(fecha)s, %(imagen_url)s, %(fuente_nombre)s, %(categoria_id)s, %(pais_id)s)
+                ON CONFLICT (id) DO UPDATE SET
+                    titulo = EXCLUDED.titulo,
+                    resumen = EXCLUDED.resumen
+            """, chunk)
+        conn.commit()
+
+def _import_traducciones_chunk(chunk):
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            cur.executemany("""
+                INSERT INTO traducciones (id, noticia_id, lang_from, lang_to, titulo_trad, resumen_trad, status, created_at)
+                VALUES (%(id)s, %(noticia_id)s, %(lang_from)s, %(lang_to)s, %(titulo_trad)s, %(resumen_trad)s, %(status)s, %(created_at)s)
+                ON CONFLICT (id) DO UPDATE SET
+                    titulo_trad = EXCLUDED.titulo_trad,
+                    resumen_trad = EXCLUDED.resumen_trad
+            """, chunk)
+        conn.commit()
+
+@config_bp.route("/translator")
+def translator_config():
+    return "Pagina de configuracion del modelo (pendiente de implementar)"
diff --git a/routers/conflicts.py b/routers/conflicts.py
new file mode 100644
index 0000000..c753717
--- /dev/null
+++ b/routers/conflicts.py
@@ -0,0 +1,141 @@
+from flask import Blueprint, render_template, request, flash, redirect, url_for
+from db import get_conn, get_read_conn
+import psycopg2.extras
+from utils.qdrant_search import search_by_keywords
+
+conflicts_bp = Blueprint("conflicts", __name__, url_prefix="/conflicts")
+
+def ensure_table(conn):
+    with conn.cursor() as cur:
+        cur.execute("""
+            CREATE TABLE IF NOT EXISTS conflicts (
+                id SERIAL PRIMARY KEY,
+                name VARCHAR(100) NOT NULL,
+                keywords TEXT,
+                description TEXT,
+                created_at TIMESTAMP DEFAULT NOW()
+            );
+        """)
+    conn.commit()
+
+@conflicts_bp.route("/")
+def index():
+    with get_conn() as conn:
+        ensure_table(conn)
+        with conn.cursor(cursor_factory=psycopg2.extras.DictCursor) as cur:
+            cur.execute("SELECT * FROM conflicts ORDER BY id DESC")
+            conflicts = cur.fetchall()
+            
+    return render_template("conflicts_list.html", conflicts=conflicts)
+
+@conflicts_bp.route("/create", methods=["POST"])
+def create():
+    name = request.form.get("name")
+    keywords = request.form.get("keywords")
+    description = request.form.get("description", "")
+    
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute(
+                "INSERT INTO conflicts (name, keywords, description) VALUES (%s, %s, %s)",
+                (name, keywords, description)
+            )
+        conn.commit()
+    
+    flash("Conflicto creado correctamente.", "success")
+    return redirect(url_for("conflicts.index"))
+
+@conflicts_bp.route("/<int:id>")
+def timeline(id):
+    with get_conn() as conn:
+        with conn.cursor(cursor_factory=psycopg2.extras.DictCursor) as cur:
+            cur.execute("SELECT * FROM conflicts WHERE id = %s", (id,))
+            conflict = cur.fetchone()
+            
+            if not conflict:
+                flash("Conflicto no encontrado.", "error")
+                return redirect(url_for("conflicts.index"))
+    
+    # Keywords logic: comma separated
+    kw_raw = conflict['keywords'] or ""
+    kw_list = [k.strip() for k in kw_raw.split(',') if k.strip()]
+    
+    noticias = []
+    
+    if kw_list:
+        try:
+            # Usar búsqueda semántica por keywords (mucho más rápido y efectivo)
+            semantic_results = search_by_keywords(
+                keywords=kw_list,
+                limit=200,
+                score_threshold=0.35
+            )
+            
+            # Enriquecer con datos de PostgreSQL
+            if semantic_results:
+                news_ids = [r['news_id'] for r in semantic_results]
+                
+                with get_read_conn() as conn:
+                    with conn.cursor(cursor_factory=psycopg2.extras.DictCursor) as cur:
+                        cur.execute("""
+                            SELECT 
+                                t.id AS tr_id,
+                                t.lang_to,
+                                COALESCE(t.titulo_trad, n.titulo) as titulo,
+                                COALESCE(t.resumen_trad, n.resumen) as resumen,
+                                n.id AS noticia_id,
+                                n.fecha,
+                                n.imagen_url,
+                                n.fuente_nombre,
+                                p.nombre as pais
+                            FROM noticias n
+                            LEFT JOIN traducciones t ON n.id = t.noticia_id AND t.lang_to = 'es'
+                            LEFT JOIN paises p ON p.id = n.pais_id
+                            WHERE n.id = ANY(%s)
+                            ORDER BY n.fecha DESC
+                        """, (news_ids,))
+                        
+                        noticias = cur.fetchall()
+                        
+        except Exception as e:
+            print(f"⚠️ Error en búsqueda semántica de conflictos, usando fallback: {e}")
+            
+            # Fallback a búsqueda tradicional ILIKE
+            patterns = [f"%{k}%" for k in kw_list]
+            
+            with get_read_conn() as conn:
+                with conn.cursor(cursor_factory=psycopg2.extras.DictCursor) as cur:
+                    cur.execute("""
+                        SELECT 
+                            t.id AS tr_id,
+                            t.lang_to,
+                            COALESCE(t.titulo_trad, n.titulo) as titulo,
+                            COALESCE(t.resumen_trad, n.resumen) as resumen,
+                            n.id AS noticia_id,
+                            n.fecha,
+                            n.imagen_url,
+                            n.fuente_nombre,
+                            p.nombre as pais
+                        FROM noticias n
+                        LEFT JOIN traducciones t ON n.id = t.noticia_id AND t.lang_to = 'es'
+                        LEFT JOIN paises p ON p.id = n.pais_id
+                        WHERE 
+                            (t.titulo_trad ILIKE ANY(%s) OR n.titulo ILIKE ANY(%s))
+                            OR
+                            (t.resumen_trad ILIKE ANY(%s) OR n.resumen ILIKE ANY(%s))
+                        ORDER BY n.fecha DESC
+                        LIMIT 200
+                    """, (patterns, patterns, patterns, patterns))
+                    
+                    noticias = cur.fetchall()
+                  
+    return render_template("conflict_timeline.html", conflict=conflict, noticias=noticias)
+
+@conflicts_bp.route("/delete/<int:id>", methods=["POST"])
+def delete(id):
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("DELETE FROM conflicts WHERE id = %s", (id,))
+        conn.commit()
+    flash("Conflicto eliminado.", "success")
+    return redirect(url_for("conflicts.index"))
diff --git a/routers/describe.txt b/routers/describe.txt
new file mode 100644
index 0000000..51bb135
--- /dev/null
+++ b/routers/describe.txt
@@ -0,0 +1,494 @@
+routers/
+├── __init__.py              # Paquete Python (vacío)
+├── home.py                  # Página principal y búsqueda de noticias
+├── feeds.py                 # Gestión de feeds RSS
+├── urls.py                  # Gestión de fuentes de URL
+├── noticia.py               # Página de detalle de noticia
+├── eventos.py               # Visualización de eventos por país
+└── backup.py                # Importación/exportación de feeds
+
+init.py
+Propósito: Archivo necesario para que Python reconozca este directorio como un paquete.
+
+Contenido: Vacío o comentario explicativo.
+
+Uso: Permite importar blueprints desde routers:
+
+python
+from routers.home import home_bp
+home.py
+Propósito: Blueprint para la página principal y búsqueda de noticias.
+
+Ruta base: / y /home
+
+Blueprints definidos:
+
+home_bp = Blueprint("home", __name__)
+
+Rutas:
+
+@home_bp.route("/") y @home_bp.route("/home")
+Método: GET
+Descripción: Página principal con sistema de búsqueda avanzada.
+
+Parámetros de consulta soportados:
+
+page: Número de página (default: 1)
+
+per_page: Resultados por página (default: 20, range: 10-100)
+
+q: Término de búsqueda
+
+categoria_id: Filtrar por categoría
+
+continente_id: Filtrar por continente
+
+pais_id: Filtrar por país
+
+fecha: Filtrar por fecha (YYYY-MM-DD)
+
+lang: Idioma para mostrar (default: "es")
+
+orig: Si está presente, mostrar sólo originales sin traducciones
+
+Funcionalidades:
+
+Paginación: Sistema robusto con límites
+
+Búsqueda avanzada: Usa models.noticias.buscar_noticias()
+
+Soporte AJAX: Si X-Requested-With: XMLHttpRequest, retorna solo _noticias_list.html
+
+Filtros combinados: Todos los filtros pueden usarse simultáneamente
+
+Manejo de fechas: Conversión segura de strings a date
+
+Variables de contexto para template:
+
+noticias: Lista de noticias con datos completos
+
+total_results: Total de resultados
+
+total_pages: Total de páginas
+
+categorias, paises: Para dropdowns de filtros
+
+tags_por_tr: Diccionario de tags por traducción
+
+Templates utilizados:
+
+noticias.html: Página completa (HTML)
+
+_noticias_list.html: Fragmento para AJAX (solo lista de noticias)
+
+Características especiales:
+
+use_tr = not bool(request.args.get("orig")): Controla si mostrar traducciones
+
+lang = (request.args.get("lang") or DEFAULT_TRANSLATION_LANG or DEFAULT_LANG).lower()[:5]: Manejo seguro de idioma
+
+feeds.py
+Propósito: Blueprint para la gestión completa de feeds RSS.
+
+Ruta base: /feeds
+
+Blueprints definidos:
+
+feeds_bp = Blueprint("feeds", __name__, url_prefix="/feeds")
+
+Rutas:
+
+@feeds_bp.route("/") - list_feeds()
+Método: GET
+Descripción: Listado paginado de feeds con filtros avanzados.
+
+Parámetros de filtro:
+
+pais_id: Filtrar por país
+
+categoria_id: Filtrar por categoría
+
+estado: "activos", "inactivos", "errores" o vacío para todos
+
+Características:
+
+Paginación (50 feeds por página)
+
+Contador de totales
+
+Ordenamiento: país → categoría → nombre
+
+@feeds_bp.route("/add", methods=["GET", "POST"]) - add_feed()
+Método: GET y POST
+Descripción: Formulario para añadir nuevo feed.
+
+Campos del formulario:
+
+nombre: Nombre del feed (requerido)
+
+descripcion: Descripción opcional
+
+url: URL del feed RSS (requerido)
+
+categoria_id: Categoría (select dropdown)
+
+pais_id: País (select dropdown)
+
+idioma: Código de idioma (2 letras, opcional)
+
+Validaciones:
+
+idioma se normaliza a minúsculas y máximo 2 caracteres
+
+Campos opcionales convertidos a None si vacíos
+
+@feeds_bp.route("/<int:feed_id>/edit", methods=["GET", "POST"]) - edit_feed(feed_id)
+Método: GET y POST
+Descripción: Editar feed existente.
+
+Funcionalidades:
+
+Pre-carga datos actuales del feed
+
+Mismo formulario que add_feed pero con datos existentes
+
+Campo adicional: activo (checkbox)
+
+@feeds_bp.route("/<int:feed_id>/delete") - delete_feed(feed_id)
+Método: GET
+Descripción: Eliminar feed por ID.
+
+Nota: DELETE simple sin confirmación en frontend (depende de template).
+
+@feeds_bp.route("/<int:feed_id>/reactivar") - reactivar_feed(feed_id)
+Método: GET
+Descripción: Reactivar feed que tiene fallos.
+
+Acción: Establece activo=TRUE y fallos=0.
+
+Templates utilizados:
+
+feeds_list.html: Listado principal
+
+add_feed.html: Formulario de añadir
+
+edit_feed.html: Formulario de editar
+
+urls.py
+Propósito: Blueprint para gestión de fuentes de URL (no feeds RSS).
+
+Ruta base: /urls
+
+Blueprints definidos:
+
+urls_bp = Blueprint("urls", __name__, url_prefix="/urls")
+
+Rutas:
+
+@urls_bp.route("/") - manage_urls()
+Método: GET
+Descripción: Lista todas las fuentes de URL registradas.
+
+Datos mostrados: ID, nombre, URL, categoría, país, idioma.
+
+@urls_bp.route("/add_source", methods=["GET", "POST"]) - add_url_source()
+Método: GET y POST
+Descripción: Añadir/actualizar fuente de URL.
+
+Características únicas:
+
+Usa ON CONFLICT (url) DO UPDATE: Si la URL ya existe, actualiza
+
+idioma default: "es" si no se especifica
+
+Mismos campos que feeds pero para URLs individuales
+
+Templates utilizados:
+
+urls_list.html: Listado
+
+add_url_source.html: Formulario
+
+noticia.py
+Propósito: Blueprint para página de detalle de noticia individual.
+
+Ruta base: /noticia
+
+Blueprints definidos:
+
+noticia_bp = Blueprint("noticia", __name__)
+
+Rutas:
+
+@noticia_bp.route("/noticia") - noticia()
+Método: GET
+Descripción: Muestra detalle completo de una noticia.
+
+Parámetros de consulta:
+
+tr_id: ID de traducción (prioritario)
+
+id: ID de noticia original (si no hay tr_id)
+
+Flujo de datos:
+
+Si hay tr_id: Obtiene datos combinados de traducción y noticia original
+
+Si solo hay id: Obtiene solo datos originales
+
+Si no hay ninguno: Redirige a home con mensaje de error
+
+Datos obtenidos:
+
+Información básica: título, resumen, URL, fecha, imagen, fuente
+
+Datos de traducción (si aplica): idiomas, títulos/resúmenes traducidos
+
+Metadatos: categoría, país
+
+Tags: Etiquetas asociadas a la traducción
+
+Noticias relacionadas: Hasta 8, ordenadas por score de similitud
+
+Consultas adicionales (solo si hay traducción):
+
+Tags: SELECT tg.valor, tg.tipo FROM tags_noticia...
+
+Noticias relacionadas: SELECT n2.url, n2.titulo... FROM related_noticias...
+
+Templates utilizados:
+
+noticia.html: Página de detalle completa
+
+eventos.py
+Propósito: Blueprint para visualización de eventos agrupados por país.
+
+Ruta base: /eventos_pais
+
+Blueprints definidos:
+
+eventos_bp = Blueprint("eventos", __name__, url_prefix="/eventos_pais")
+
+Rutas:
+
+@eventos_bp.route("/") - eventos_pais()
+Método: GET
+Descripción: Lista eventos (clusters de noticias) filtrados por país.
+
+Parámetros de consulta:
+
+pais_id: ID del país (obligatorio para ver eventos)
+
+page: Número de página (default: 1)
+
+lang: Idioma para traducciones (default: "es")
+
+Funcionalidades:
+
+Lista de países: Siempre visible para selección
+
+Eventos paginados: 30 por página
+
+Noticias por evento: Agrupadas bajo cada evento
+
+Datos completos: Cada noticia con originales y traducidos
+
+Estructura de datos:
+
+Países: Lista completa para dropdown
+
+Eventos: Paginados, con título, fechas, conteo de noticias
+
+Noticias por evento: Diccionario {evento_id: [noticias...]}
+
+Consultas complejas:
+
+Agrupación con GROUP BY y MAX(p.nombre)
+
+JOIN múltiple: eventos ↔ traducciones ↔ noticias ↔ países
+
+Subconsulta para noticias por evento usando ANY(%s)
+
+Variables de contexto:
+
+paises, eventos, noticias_por_evento
+
+pais_nombre: Nombre del país seleccionado
+
+total_eventos, total_pages, page, lang
+
+Templates utilizados:
+
+eventos_pais.html: Página principal
+
+backup.py
+Propósito: Blueprint para importación y exportación de feeds en CSV.
+
+Ruta base: /backup_feeds y /restore_feeds
+
+Blueprints definidos:
+
+backup_bp = Blueprint("backup", __name__)
+
+Rutas:
+
+@backup_bp.route("/backup_feeds") - backup_feeds()
+Método: GET
+Descripción: Exporta todos los feeds a CSV.
+
+Características:
+
+Incluye joins con categorías y países para nombres legibles
+
+Codificación UTF-8 con BOM
+
+Nombre de archivo: feeds_backup.csv
+
+Usa io.StringIO y io.BytesIO para evitar archivos temporales
+
+Campos exportados:
+
+Todos los campos de feeds más nombres de categoría y país
+
+@backup_bp.route("/restore_feeds", methods=["GET", "POST"]) - restore_feeds()
+Método: GET y POST
+Descripción: Restaura feeds desde CSV (reemplazo completo).
+
+Flujo de restauración:
+
+GET: Muestra formulario de subida
+
+POST:
+
+Valida archivo y encabezados CSV
+
+TRUNCATE feeds RESTART IDENTITY CASCADE: Borra todo antes de importar
+
+Procesa cada fila con validación
+
+Estadísticas: importados, saltados, fallidos
+
+Validaciones:
+
+Encabezados exactos esperados
+
+URL y nombre no vacíos
+
+Conversión segura de tipos (int, bool)
+
+Normalización de idioma (2 caracteres minúsculas)
+
+Limpieza de datos:
+
+python
+row = {k: (v.strip().rstrip("ç") if v else "") for k, v in row.items()}
+Manejo de booleanos:
+
+python
+activo = str(row["activo"]).lower() in ("true", "1", "t", "yes", "y")
+Templates utilizados:
+
+restore_feeds.html: Formulario de subida
+
+Patrones de Diseño Comunes
+1. Estructura de Blueprints
+python
+# Definición estándar
+bp = Blueprint("nombre", __name__, url_prefix="/ruta")
+
+# Registro en app.py
+app.register_blueprint(bp)
+2. Manejo de Conexiones a BD
+python
+with get_conn() as conn:
+    # Usar conn para múltiples operaciones
+    # conn.autocommit = True si es necesario
+3. Paginación Consistente
+python
+page = max(int(request.args.get("page", 1)), 1)
+per_page = 50  # o variable
+offset = (page - 1) * per_page
+4. Manejo de Parámetros de Filtro
+python
+where = []
+params = []
+
+if pais_id:
+    where.append("f.pais_id = %s")
+    params.append(int(pais_id))
+
+where_sql = "WHERE " + " AND ".join(where) if where else ""
+5. Flash Messages
+python
+flash("Operación exitosa", "success")
+flash("Error: algo salió mal", "error")
+6. Redirecciones
+python
+return redirect(url_for("blueprint.funcion"))
+7. Manejo de Formularios
+python
+if request.method == "POST":
+    # Procesar datos
+    return redirect(...)
+# GET: mostrar formulario
+return render_template("form.html", datos=...)
+Seguridad y Validaciones
+1. SQL Injection
+Todos los parámetros usan %s con psycopg2
+
+No hay concatenación de strings en SQL
+
+2. Validación de Entrada
+Conversión segura a int: int(valor) if valor else None
+
+Limpieza de strings: .strip(), normalización
+
+Rangos: min(max(per_page, 10), 100)
+
+3. Manejo de Archivos
+Validación de tipo de contenido
+
+Decodificación UTF-8 con manejo de BOM
+
+Uso de io para evitar archivos temporales
+
+Optimizaciones
+1. JOINs Eficientes
+LEFT JOIN para datos opcionales
+
+GROUP BY cuando es necesario
+
+Uso de índices implícitos en ORDER BY
+
+2. Batch Operations
+TRUNCATE ... RESTART IDENTITY más rápido que DELETE
+
+Inserción fila por fila con validación
+
+3. Manejo de Memoria
+io.StringIO para CSV en memoria
+
+Cursors con DictCursor para acceso por nombre
+
+Dependencias entre Blueprints
+text
+home.py
+  └── usa: models.noticias.buscar_noticias()
+       └── usa: _extraer_tags_por_traduccion()
+
+feeds.py
+  └── usa: models.categorias.get_categorias()
+  └── usa: models.paises.get_paises()
+
+urls.py
+  └── usa: models.categorias.get_categorias()
+  └── usa: models.paises.get_paises()
+
+noticia.py
+  └── consultas directas (no usa models/)
+
+eventos.py
+  └── consultas directas (no usa models/)
+
+backup.py
+  └── consultas directas (no usa models/)
diff --git a/routers/favoritos.py b/routers/favoritos.py
new file mode 100644
index 0000000..a9408a5
--- /dev/null
+++ b/routers/favoritos.py
@@ -0,0 +1,203 @@
+"""
+Favorites router - Save and manage favorite news.
+"""
+from flask import Blueprint, request, jsonify, session, render_template
+from psycopg2 import extras
+from db import get_read_conn, get_write_conn
+from utils.auth import get_current_user, is_authenticated
+import secrets
+
+favoritos_bp = Blueprint("favoritos", __name__, url_prefix="/favoritos")
+
+
+def get_user_or_session_id():
+    """Get user ID if authenticated, otherwise session ID.
+    
+    Returns:
+        Tuple of (user_id, session_id)
+    """
+    user = get_current_user()
+    if user:
+        return (user['id'], None)
+    
+    # Anonymous user - use session_id
+    if "user_session" not in session:
+        session["user_session"] = secrets.token_hex(16)
+    return (None, session["user_session"])
+
+
+def ensure_favoritos_table(conn):
+    """Create/update favoritos table to support both users and sessions."""
+    with conn.cursor() as cur:
+        # Table is created by init-db scripts, just ensure it exists
+        cur.execute("""
+            CREATE TABLE IF NOT EXISTS favoritos (
+                id SERIAL PRIMARY KEY,
+                user_id INTEGER REFERENCES usuarios(id) ON DELETE CASCADE,
+                session_id VARCHAR(64),
+                noticia_id VARCHAR(32) REFERENCES noticias(id) ON DELETE CASCADE,
+                created_at TIMESTAMP DEFAULT NOW()
+            );
+        """)
+        cur.execute("CREATE INDEX IF NOT EXISTS idx_favoritos_session ON favoritos(session_id);")
+        cur.execute("CREATE INDEX IF NOT EXISTS idx_favoritos_user_id ON favoritos(user_id);")
+        
+        # Ensure session_id can be null (for logged in users)
+        try:
+            cur.execute("ALTER TABLE favoritos ALTER COLUMN session_id DROP NOT NULL;")
+        except Exception:
+            conn.rollback()
+        else:
+            conn.commit()
+    conn.commit()
+
+
+# ============================================================
+#   API: Toggle Favorite
+# ============================================================
+
+@favoritos_bp.route("/toggle/<noticia_id>", methods=["POST"])
+def toggle_favorite(noticia_id):
+    """Toggle favorite status for a news item."""
+    user_id, session_id = get_user_or_session_id()
+    
+    with get_write_conn() as conn:
+        ensure_favoritos_table(conn)
+        
+        with conn.cursor() as cur:
+            # Check if already favorited (by user_id OR session_id)
+            if user_id:
+                cur.execute(
+                    "SELECT id FROM favoritos WHERE user_id = %s AND noticia_id = %s",
+                    (user_id, noticia_id)
+                )
+            else:
+                cur.execute(
+                    "SELECT id FROM favoritos WHERE session_id = %s AND noticia_id = %s",
+                    (session_id, noticia_id)
+                )
+            existing = cur.fetchone()
+            
+            if existing:
+                # Remove favorite
+                if user_id:
+                    cur.execute(
+                        "DELETE FROM favoritos WHERE user_id = %s AND noticia_id = %s",
+                        (user_id, noticia_id)
+                    )
+                else:
+                    cur.execute(
+                        "DELETE FROM favoritos WHERE session_id = %s AND noticia_id = %s",
+                        (session_id, noticia_id)
+                    )
+                is_favorite = False
+            else:
+                # Add favorite
+                cur.execute(
+                    "INSERT INTO favoritos (user_id, session_id, noticia_id) VALUES (%s, %s, %s) ON CONFLICT DO NOTHING",
+                    (user_id, session_id, noticia_id)
+                )
+                is_favorite = True
+        
+        conn.commit()
+    
+    return jsonify({"success": True, "is_favorite": is_favorite})
+
+
+# ============================================================
+#   API: Check if Favorite
+# ============================================================
+
+@favoritos_bp.route("/check/<noticia_id>")
+def check_favorite(noticia_id):
+    """Check if a news item is favorited."""
+    user_id, session_id = get_user_or_session_id()
+    
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            if user_id:
+                cur.execute(
+                    "SELECT id FROM favoritos WHERE user_id = %s AND noticia_id = %s",
+                    (user_id, noticia_id)
+                )
+            else:
+                cur.execute(
+                    "SELECT id FROM favoritos WHERE session_id = %s AND noticia_id = %s",
+                    (session_id, noticia_id)
+                )
+            is_favorite = cur.fetchone() is not None
+    
+    return jsonify({"is_favorite": is_favorite})
+
+
+# ============================================================
+#   API: Get User's Favorites IDs
+# ============================================================
+
+@favoritos_bp.route("/ids")
+def get_favorite_ids():
+    """Get list of favorite noticia IDs for current user."""
+    user_id, session_id = get_user_or_session_id()
+    
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            if user_id:
+                cur.execute(
+                    "SELECT noticia_id FROM favoritos WHERE user_id = %s",
+                    (user_id,)
+                )
+            else:
+                cur.execute(
+                    "SELECT noticia_id FROM favoritos WHERE session_id = %s",
+                    (session_id,)
+                )
+            ids = [row[0] for row in cur.fetchall()]
+    
+    return jsonify({"ids": ids})
+
+
+# ============================================================
+#   Page: View Favorites
+# ============================================================
+
+@favoritos_bp.route("/")
+def view_favorites():
+    """View all favorited news items."""
+    user_id, session_id = get_user_or_session_id()
+    user = get_current_user()
+    
+    with get_read_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            if user_id:
+                cur.execute("""
+                    SELECT n.id, n.titulo, n.resumen, n.url, n.fecha, n.imagen_url,
+                           n.fuente_nombre, c.nombre AS categoria, p.nombre AS pais,
+                           t.titulo_trad, t.resumen_trad, t.lang_to,
+                           f.created_at AS favorito_at
+                    FROM favoritos f
+                    JOIN noticias n ON n.id = f.noticia_id
+                    LEFT JOIN categorias c ON c.id = n.categoria_id
+                    LEFT JOIN paises p ON p.id = n.pais_id
+                    LEFT JOIN traducciones t ON t.noticia_id = n.id AND t.lang_to = 'es' AND t.status = 'done'
+                    WHERE f.user_id = %s
+                    ORDER BY f.created_at DESC
+                    LIMIT 100;
+                """, (user_id,))
+            else:
+                cur.execute("""
+                    SELECT n.id, n.titulo, n.resumen, n.url, n.fecha, n.imagen_url,
+                           n.fuente_nombre, c.nombre AS categoria, p.nombre AS pais,
+                           t.titulo_trad, t.resumen_trad, t.lang_to,
+                           f.created_at AS favorito_at
+                    FROM favoritos f
+                    JOIN noticias n ON n.id = f.noticia_id
+                    LEFT JOIN categorias c ON c.id = n.categoria_id
+                    LEFT JOIN paises p ON p.id = n.pais_id
+                    LEFT JOIN traducciones t ON t.noticia_id = n.id AND t.lang_to = 'es' AND t.status = 'done'
+                    WHERE f.session_id = %s
+                    ORDER BY f.created_at DESC
+                    LIMIT 100;
+                """, (session_id,))
+            noticias = cur.fetchall()
+    
+    return render_template("favoritos.html", noticias=noticias, user=user)
diff --git a/routers/feeds.py b/routers/feeds.py
new file mode 100644
index 0000000..f546493
--- /dev/null
+++ b/routers/feeds.py
@@ -0,0 +1,428 @@
+from flask import Blueprint, render_template, request, redirect, flash, url_for, jsonify
+from db import get_conn
+from psycopg2 import extras
+from models.categorias import get_categorias
+from models.paises import get_paises
+from utils.feed_discovery import discover_feeds, validate_feed, get_feed_metadata
+
+# Blueprint correcto
+feeds_bp = Blueprint("feeds", __name__, url_prefix="/feeds")
+
+
+@feeds_bp.route("/")
+def list_feeds():
+    """Listado con filtros"""
+    page = max(int(request.args.get("page", 1)), 1)
+    per_page = 50
+    offset = (page - 1) * per_page
+
+    pais_id = request.args.get("pais_id")
+    categoria_id = request.args.get("categoria_id")
+    estado = request.args.get("estado") or ""
+
+    where = []
+    params = []
+
+    if pais_id:
+        where.append("f.pais_id = %s")
+        params.append(int(pais_id))
+
+    if categoria_id:
+        where.append("f.categoria_id = %s")
+        params.append(int(categoria_id))
+
+    if estado == "activos":
+        where.append("f.activo = TRUE")
+    elif estado == "inactivos":
+        where.append("f.activo = FALSE")
+    elif estado == "errores":
+        where.append("COALESCE(f.fallos, 0) > 0")
+
+    where_sql = "WHERE " + " AND ".join(where) if where else ""
+
+    with get_conn() as conn, conn.cursor(cursor_factory=extras.DictCursor) as cur:
+
+        # Total
+        # Total
+        cur.execute(f"SELECT COUNT(*) FROM feeds f {where_sql}", params)
+        total_feeds = cur.fetchone()[0]
+        
+        # Caídos (Inactivos o con max fallos logic check, usually inactive is enough if logic works)
+        # Using the same filter context to see how many of THESE are fallen
+        # Caídos (Inactivos o con max fallos logic check)
+        # Using the same filter context to see how many of THESE are fallen
+        
+        caidos_condition = "(f.activo = FALSE OR f.fallos >= 5)"
+        
+        if where_sql:
+            # where_sql ya incluye "WHERE ..."
+            caidos_sql = f"SELECT COUNT(*) FROM feeds f {where_sql} AND {caidos_condition}"
+        else:
+            caidos_sql = f"SELECT COUNT(*) FROM feeds f WHERE {caidos_condition}"
+            
+        cur.execute(caidos_sql, params)
+        feeds_caidos = cur.fetchone()[0]
+
+        total_pages = (total_feeds // per_page) + (1 if total_feeds % per_page else 0)
+
+        # Lista paginada
+        cur.execute(
+            f"""
+            SELECT
+                f.id, f.nombre, f.descripcion, f.url,
+                f.activo, f.fallos, f.last_error,
+                c.nombre AS categoria,
+                p.nombre AS pais,
+                (SELECT COUNT(*) FROM noticias n WHERE n.fuente_nombre = f.nombre) as noticias_count
+            FROM feeds f
+            LEFT JOIN categorias c ON c.id = f.categoria_id
+            LEFT JOIN paises p ON p.id = f.pais_id
+            {where_sql}
+            ORDER BY p.nombre NULLS LAST, f.activo DESC, f.fallos ASC, c.nombre NULLS LAST, f.nombre
+            LIMIT %s OFFSET %s
+            """,
+            params + [per_page, offset],
+        )
+        feeds = cur.fetchall()
+
+        # Selects
+        cur.execute("SELECT id, nombre FROM categorias ORDER BY nombre;")
+        categorias = cur.fetchall()
+
+        cur.execute("SELECT id, nombre FROM paises ORDER BY nombre;")
+        paises = cur.fetchall()
+
+    if request.headers.get("X-Requested-With") == "XMLHttpRequest":
+        return render_template(
+            "_feeds_table.html",
+            feeds=feeds,
+            total_feeds=total_feeds,
+            feeds_caidos=feeds_caidos,
+            total_pages=total_pages,
+            page=page,
+            filtro_pais_id=pais_id,
+            filtro_categoria_id=categoria_id,
+            filtro_estado=estado,
+        )
+
+    return render_template(
+        "feeds_list.html",
+        feeds=feeds,
+        total_feeds=total_feeds,
+        feeds_caidos=feeds_caidos,
+        total_pages=total_pages,
+        page=page,
+        categorias=categorias,
+        paises=paises,
+        filtro_pais_id=pais_id,
+        filtro_categoria_id=categoria_id,
+        filtro_estado=estado,
+    )
+
+
+@feeds_bp.route("/add", methods=["GET", "POST"])
+def add_feed():
+    """Añadir feed"""
+    with get_conn() as conn:
+        categorias = get_categorias(conn)
+        paises = get_paises(conn)
+
+        if request.method == "POST":
+            nombre = request.form.get("nombre")
+            descripcion = request.form.get("descripcion") or None
+            url = request.form.get("url")
+            categoria_id = request.form.get("categoria_id")
+            pais_id = request.form.get("pais_id")
+            idioma = (request.form.get("idioma") or "").strip().lower()[:2] or None
+
+            try:
+                with conn.cursor() as cur:
+                    cur.execute(
+                        """
+                        INSERT INTO feeds (nombre, descripcion, url, categoria_id, pais_id, idioma)
+                        VALUES (%s, %s, %s, %s, %s, %s)
+                        """,
+                        (
+                            nombre,
+                            descripcion,
+                            url,
+                            int(categoria_id) if categoria_id else None,
+                            int(pais_id) if pais_id else None,
+                            idioma,
+                        ),
+                    )
+                conn.commit()
+                flash("Feed añadido correctamente.", "success")
+                return redirect(url_for("feeds.list_feeds"))
+
+            except Exception as e:
+                flash(f"Error al añadir feed: {e}", "error")
+
+    return render_template("add_feed.html", categorias=categorias, paises=paises)
+
+
+@feeds_bp.route("/<int:feed_id>/edit", methods=["GET", "POST"])
+def edit_feed(feed_id):
+    """Editar feed"""
+    with get_conn() as conn, conn.cursor(cursor_factory=extras.DictCursor) as cur:
+
+        cur.execute("SELECT * FROM feeds WHERE id = %s;", (feed_id,))
+        feed = cur.fetchone()
+
+        if not feed:
+            flash("Feed no encontrado.", "error")
+            return redirect(url_for("feeds.list_feeds"))
+
+        categorias = get_categorias(conn)
+        paises = get_paises(conn)
+
+        if request.method == "POST":
+            nombre = request.form.get("nombre")
+            descripcion = request.form.get("descripcion") or None
+            url = request.form.get("url")
+            categoria_id = request.form.get("categoria_id")
+            pais_id = request.form.get("pais_id")
+            idioma = (request.form.get("idioma") or "").strip().lower()[:2] or None
+            activo = bool(request.form.get("activo"))
+
+            try:
+                cur.execute(
+                    """
+                    UPDATE feeds
+                    SET nombre=%s, descripcion=%s, url=%s,
+                        categoria_id=%s, pais_id=%s, idioma=%s, activo=%s
+                    WHERE id=%s;
+                    """,
+                    (
+                        nombre,
+                        descripcion,
+                        url,
+                        int(categoria_id) if categoria_id else None,
+                        int(pais_id) if pais_id else None,
+                        idioma,
+                        activo,
+                        feed_id,
+                    ),
+                )
+                conn.commit()
+
+                flash("Feed actualizado.", "success")
+                return redirect(url_for("feeds.list_feeds"))
+
+            except Exception as e:
+                flash(f"Error al actualizar: {e}", "error")
+
+    return render_template("edit_feed.html", feed=feed, categorias=categorias, paises=paises)
+
+
+@feeds_bp.route("/<int:feed_id>/delete")
+def delete_feed(feed_id):
+    """Eliminar feed"""
+    with get_conn() as conn, conn.cursor() as cur:
+        try:
+            cur.execute("DELETE FROM feeds WHERE id=%s;", (feed_id,))
+            conn.commit()
+            flash("Feed eliminado.", "success")
+        except Exception as e:
+            flash(f"No se pudo eliminar: {e}", "error")
+
+    return redirect(url_for("feeds.list_feeds"))
+
+
+@feeds_bp.route("/<int:feed_id>/reactivar")
+def reactivar_feed(feed_id):
+    """Reactivar feed KO"""
+    with get_conn() as conn, conn.cursor() as cur:
+        try:
+            cur.execute(
+                "UPDATE feeds SET activo=TRUE, fallos=0 WHERE id=%s;",
+                (feed_id,),
+            )
+            conn.commit()
+            flash("Feed reactivado.", "success")
+        except Exception as e:
+            flash(f"No se pudo reactivar: {e}", "error")
+
+    return redirect(url_for("feeds.list_feeds"))
+
+
+@feeds_bp.route("/discover", methods=["GET", "POST"])
+def discover_feed():
+    """Descubrir feeds RSS desde una URL"""
+    discovered_feeds = []
+    source_url = ""
+    
+    with get_conn() as conn:
+        categorias = get_categorias(conn)
+        paises = get_paises(conn)
+        
+        if request.method == "POST":
+            source_url = request.form.get("source_url", "").strip()
+            
+            if not source_url:
+                flash("Por favor, ingresa una URL válida.", "error")
+            else:
+                try:
+                    # Discover feeds from the URL
+                    discovered_feeds = discover_feeds(source_url, timeout=15)
+                    
+                    if not discovered_feeds:
+                        flash(f"No se encontraron feeds RSS en la URL: {source_url}", "warning")
+                    else:
+                        # Check which feeds already exist in DB
+                        found_urls = [f['url'] for f in discovered_feeds]
+                        existing_urls = set()
+                        try:
+                            with conn.cursor() as cur:
+                                cur.execute("SELECT url FROM feeds WHERE url = ANY(%s)", (found_urls,))
+                                rows = cur.fetchall()
+                                existing_urls = {r[0] for r in rows}
+                        except Exception as db_e:
+                             # Fallback if DB fails, though unlikely
+                             print(f"Error checking existing feeds: {db_e}")
+
+                        for feed in discovered_feeds:
+                            feed['exists'] = feed['url'] in existing_urls
+
+                        new_count = len(discovered_feeds) - len(existing_urls)
+                        flash(f"Feeds disponibles: {new_count} de {len(discovered_feeds)} encontrados.", "success")
+                        
+                except Exception as e:
+                    flash(f"Error al descubrir feeds: {e}", "error")
+    
+    return render_template(
+        "discover_feeds.html",
+        discovered_feeds=discovered_feeds,
+        source_url=source_url,
+        categorias=categorias,
+        paises=paises
+    )
+
+
+@feeds_bp.route("/discover_and_add", methods=["POST"])
+def discover_and_add():
+    """Añadir múltiples feeds descubiertos"""
+    selected_feeds = request.form.getlist("selected_feeds")
+    categoria_id = request.form.get("categoria_id")
+    pais_id = request.form.get("pais_id")
+    idioma = (request.form.get("idioma") or "").strip().lower()[:2] or None
+    
+    if not selected_feeds:
+        flash("No se seleccionó ningún feed.", "warning")
+        return redirect(url_for("feeds.discover_feed"))
+    
+    added_count = 0
+    errors = []
+    
+    with get_conn() as conn:
+        for feed_url in selected_feeds:
+            try:
+                # Get individual settings for this feed
+                # The form uses the feed URL as part of the field name
+                item_cat_id = request.form.get(f"cat_{feed_url}")
+                item_country_id = request.form.get(f"country_{feed_url}")
+                item_lang = request.form.get(f"lang_{feed_url}")
+                
+                # Get feed metadata
+                metadata = get_feed_metadata(feed_url, timeout=10)
+                
+                if not metadata:
+                    errors.append(f"No se pudo obtener metadata del feed: {feed_url}")
+                    continue
+                
+                # Use context title from discovery if available, otherwise use metadata title
+                context_title = request.form.get(f"context_{feed_url}")
+                nombre = context_title if context_title else metadata.get('title', 'Feed sin título')
+                
+                descripcion = metadata.get('description', '')
+                
+                with conn.cursor() as cur:
+                    cur.execute(
+                        """
+                        INSERT INTO feeds (nombre, descripcion, url, categoria_id, pais_id, idioma)
+                        VALUES (%s, %s, %s, %s, %s, %s)
+                        ON CONFLICT (url) DO NOTHING
+                        """,
+                        (
+                            nombre,
+                            descripcion[:500] if descripcion else None,
+                            feed_url,
+                            int(item_cat_id) if item_cat_id else None,
+                            int(item_country_id) if item_country_id else None,
+                            (item_lang or "").strip().lower()[:2] or None,
+                        ),
+                    )
+                    if cur.rowcount > 0:
+                        added_count += 1
+                        
+                conn.commit()
+                
+            except Exception as e:
+                errors.append(f"Error al añadir {feed_url}: {e}")
+    
+    is_ajax = request.headers.get("X-Requested-With") == "XMLHttpRequest"
+
+    if added_count > 0:
+        msg = f"Se añadieron {added_count} feeds correctamente."
+        if not is_ajax:
+            flash(msg, "success")
+    else:
+        msg = "No se añadieron feeds nuevos."
+        if not is_ajax:
+             # Only flash warning if not ajax, or handle differently
+             if not errors:
+                 flash(msg, "warning")
+    
+    if errors:
+        for error in errors[:5]:  # Mostrar solo los primeros 5 errores
+            if not is_ajax:
+                flash(error, "error")
+
+    if is_ajax:
+        return jsonify({
+            "success": added_count > 0,
+            "added_count": added_count,
+            "message": msg,
+            "errors": errors
+        })
+    
+    return redirect(url_for("feeds.list_feeds"))
+
+
+@feeds_bp.route("/api/validate", methods=["POST"])
+def api_validate_feed():
+    """API endpoint para validar una URL de feed"""
+    data = request.get_json()
+    feed_url = data.get("url", "").strip()
+    
+    if not feed_url:
+        return jsonify({"error": "URL no proporcionada"}), 400
+    
+    try:
+        feed_info = validate_feed(feed_url, timeout=10)
+        
+        if not feed_info:
+            return jsonify({"error": "No se pudo validar el feed"}), 400
+        
+        return jsonify(feed_info), 200
+        
+    except Exception as e:
+        return jsonify({"error": str(e)}), 500
+
+
+@feeds_bp.route("/api/discover", methods=["POST"])
+def api_discover_feeds():
+    """API endpoint para descubrir feeds desde una URL"""
+    data = request.get_json()
+    source_url = data.get("url", "").strip()
+    
+    if not source_url:
+        return jsonify({"error": "URL no proporcionada"}), 400
+    
+    try:
+        discovered = discover_feeds(source_url, timeout=15)
+        return jsonify({"feeds": discovered, "count": len(discovered)}), 200
+        
+    except Exception as e:
+        return jsonify({"error": str(e)}), 500
+
diff --git a/routers/home.py b/routers/home.py
new file mode 100644
index 0000000..718fdef
--- /dev/null
+++ b/routers/home.py
@@ -0,0 +1,294 @@
+from flask import Blueprint, render_template, request
+from datetime import datetime
+from psycopg2 import extras
+from db import get_read_conn, get_write_conn
+from utils.auth import get_current_user
+from config import DEFAULT_TRANSLATION_LANG, DEFAULT_LANG, NEWS_PER_PAGE_DEFAULT
+from models.categorias import get_categorias
+from models.paises import get_paises
+from models.noticias import buscar_noticias, buscar_noticias_semantica
+from cache import cached
+
+home_bp = Blueprint("home", __name__)
+
+@home_bp.route("/")
+@home_bp.route("/home")
+def home():
+    page = max(int(request.args.get("page", 1)), 1)
+    per_page = int(request.args.get("per_page", NEWS_PER_PAGE_DEFAULT))
+    per_page = min(max(per_page, 10), 100)
+
+    q = (request.args.get("q") or "").strip()
+    categoria_id = request.args.get("categoria_id")
+    continente_id = request.args.get("continente_id")
+    pais_id = request.args.get("pais_id")
+    fecha_str = request.args.get("fecha") or ""
+
+    lang = (request.args.get("lang") or DEFAULT_TRANSLATION_LANG or DEFAULT_LANG).lower()[:5]
+    
+    use_tr = not bool(request.args.get("orig"))
+    fecha_str = request.args.get("fecha") or ""
+    fecha_filtro = None
+    if fecha_str:
+        try:
+            fecha_filtro = datetime.strptime(fecha_str, "%Y-%m-%d").date()
+        except ValueError:
+            fecha_filtro = None
+
+    from utils.qdrant_search import semantic_search
+    
+    # Logic for semantic search enabled by default if query exists, unless explicitly disabled
+    # If the user passed 'semantic=' explicitly as empty string, it might mean False, but for UX speed default to True is better.
+    # However, let's respect the flag if it's explicitly 'false' or '0'.
+    # If key is missing, default to True. If key is present but empty, treat as False (standard HTML form behavior unfortunately).
+    # But wait, the previous log showed 'semantic='. HTML checkboxes send nothing if unchecked, 'on' if checked.
+    # So if it appears as empty string, it might be a hidden input or unassigned var.
+    # Let's check 'semantic' param presence.
+    raw_semantic = request.args.get("semantic")
+    if raw_semantic is None:
+        use_semantic = True # Default to semantic if not specified
+    elif raw_semantic == "" or raw_semantic.lower() in ["false", "0", "off"]:
+        use_semantic = False
+    else:
+        use_semantic = True
+
+    with get_read_conn() as conn:
+        conn.autocommit = True
+        categorias = get_categorias(conn)
+        paises = get_paises(conn)
+
+        noticias = []
+        total_results = 0
+        total_pages = 0
+        tags_por_tr = {}
+
+        # 1. Intentar búsqueda semántica si hay query y está habilitado
+        semantic_success = False
+        if use_semantic and q:
+            try:
+                # Obtener más resultados para 'llenar' la página si hay IDs no encontrados
+                limit_fetch = per_page * 2 
+                
+                sem_results = semantic_search(
+                    query=q,
+                    limit=limit_fetch, # Pedimos más para asegurar
+                    score_threshold=0.30
+                )
+                
+                if sem_results:
+                    # Extraer IDs
+                    news_ids = [r['news_id'] for r in sem_results]
+                    
+                    # Traer datos completos de PostgreSQL (igual que en search.py)
+                    with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+                        query_sql = """
+                            SELECT 
+                                n.id,
+                                n.titulo,
+                                n.resumen,
+                                n.url,
+                                n.fecha,
+                                n.imagen_url,
+                                n.fuente_nombre,
+                                c.nombre AS categoria,
+                                p.nombre AS pais,
+                                
+                                -- traducciones
+                                t.id AS traduccion_id,
+                                t.titulo_trad AS titulo_traducido,
+                                t.resumen_trad AS resumen_traducido,
+                                CASE WHEN t.id IS NOT NULL THEN TRUE ELSE FALSE END AS tiene_traduccion,
+                                
+                                -- originales
+                                n.titulo AS titulo_original,
+                                n.resumen AS resumen_original
+                                
+                            FROM noticias n
+                            LEFT JOIN categorias c ON c.id = n.categoria_id
+                            LEFT JOIN paises p ON p.id = n.pais_id
+                            LEFT JOIN traducciones t
+                                ON t.noticia_id = n.id
+                                AND t.lang_to = %s
+                                AND t.status = 'done'
+                            WHERE n.id = ANY(%s)
+                        """
+                        cur.execute(query_sql, (lang, news_ids))
+                        rows = cur.fetchall()
+                        
+                        # Convertimos a lista para poder ordenar por fecha
+                        rows_list = list(rows)
+                        
+                        # Ordenar cronológicamente (más reciente primero)
+                        sorted_rows = sorted(
+                            rows_list, 
+                            key=lambda x: x['fecha'] if x['fecha'] else datetime.min, 
+                            reverse=True
+                        )
+                                
+                        # Aplicar paginación manual sobre los resultados ordenados
+                        # Nota: semantic_search ya devolvió los "top" globales (aproximadamente). 
+                        # Para paginación real profunda con Qdrant se necesita scroll/offset, 
+                        # aquí asumimos que page request mapea al limit/offset enviado a Qdrant.
+                        # Pero `semantic_search` simple en utils no tiene offset.
+                        # Arreglo temporal: Solo mostramos la primera "tanda" de resultados semánticos.
+                        # Si el usuario quiere paginar profundo, Qdrant search debe soportar offset.
+                        # utils/qdrant_search.py NO tiene offset. 
+                        # ASÍ QUE: Solo funcionará bien para la página 1.
+                        # Si page > 1, semantic_search simple no sirve sin offset.
+                        
+                        # Fallback: Si page > 1, usamos búsqueda tradicional O implementamos offset en Qdrant (mejor).
+                        # Por ahora: Usamos lo que devolvió semantic_search y cortamos localmente
+                        # si page=1.
+                        
+                        if len(sorted_rows) > 0:
+                            noticias = sorted_rows
+                            total_results = len(noticias) # Aproximado
+                            total_pages = 1 # Qdrant simple no pagina bien aun
+                            
+                            # Extraer tags
+                            tr_ids = [n["traduccion_id"] for n in noticias if n["traduccion_id"]]
+                            from models.noticias import _extraer_tags_por_traduccion
+                            tags_por_tr = _extraer_tags_por_traduccion(cur, tr_ids)
+                            
+                            semantic_success = True
+
+            except Exception as e:
+                print(f"⚠️ Error en semántica home, fallback: {e}")
+                semantic_success = False
+
+        # 2. Si no hubo búsqueda semántica (o falló, o no había query, o usuario la desactivó), usar la tradicional
+        if not semantic_success:
+            noticias, total_results, total_pages, tags_por_tr = buscar_noticias(
+                conn=conn,
+                page=page,
+                per_page=per_page,
+                q=q,
+                categoria_id=categoria_id,
+                continente_id=continente_id,
+                pais_id=pais_id,
+                fecha=fecha_filtro,
+                lang=lang,
+                use_tr=use_tr,
+            )
+
+    # Record search history for logged-in users (only on first page to avoid dupes)
+    if (q or categoria_id or pais_id) and page == 1:
+        user = get_current_user()
+        if user:
+            try:
+                with get_write_conn() as w_conn:
+                    with w_conn.cursor() as w_cur:
+                        # Check if it's the same as the last search to avoid immediate duplicates
+                        w_cur.execute("""
+                            SELECT query, pais_id, categoria_id 
+                            FROM search_history 
+                            WHERE user_id = %s 
+                            ORDER BY searched_at DESC LIMIT 1
+                        """, (user['id'],))
+                        last_search = w_cur.fetchone()
+                        
+                        current_search = (q or None, int(pais_id) if pais_id else None, int(categoria_id) if categoria_id else None)
+                        
+                        if not last_search or (last_search[0], last_search[1], last_search[2]) != current_search:
+                            w_cur.execute("""
+                                INSERT INTO search_history (user_id, query, pais_id, categoria_id, results_count)
+                                VALUES (%s, %s, %s, %s, %s)
+                            """, (user['id'], current_search[0], current_search[1], current_search[2], total_results))
+                    w_conn.commit()
+            except Exception as e:
+                # Log error but don't break the page load
+                print(f"Error saving search history: {e}")
+                pass
+
+    user = get_current_user()
+    recent_searches_with_results = []
+    if user and not q and not categoria_id and not pais_id and page == 1:
+        with get_read_conn() as conn:
+            with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+                # Fetch unique latest searches using DISTINCT ON
+                cur.execute("""
+                    SELECT sub.id, query, pais_id, categoria_id, results_count, searched_at,
+                           p.nombre as pais_nombre, c.nombre as categoria_nombre
+                    FROM (
+                        SELECT DISTINCT ON (COALESCE(query, ''), COALESCE(pais_id, 0), COALESCE(categoria_id, 0))
+                            id, query, pais_id, categoria_id, results_count, searched_at
+                        FROM search_history
+                        WHERE user_id = %s
+                        ORDER BY COALESCE(query, ''), COALESCE(pais_id, 0), COALESCE(categoria_id, 0), searched_at DESC
+                    ) sub
+                    LEFT JOIN paises p ON p.id = sub.pais_id
+                    LEFT JOIN categorias c ON c.id = sub.categoria_id
+                    ORDER BY searched_at DESC
+                    LIMIT 6
+                """, (user['id'],))
+                recent_searches = cur.fetchall()
+                
+                for s in recent_searches:
+                    # Fetch top 6 news for this search
+                    news_items, _, _, _ = buscar_noticias(
+                        conn=conn,
+                        page=1,
+                        per_page=6,
+                        q=s['query'] or "",
+                        pais_id=s['pais_id'],
+                        categoria_id=s['categoria_id'],
+                        lang=lang,
+                        use_tr=use_tr,
+                        skip_count=True
+                    )
+                    recent_searches_with_results.append({
+                        'id': s['id'],
+                        'query': s['query'],
+                        'pais_id': s['pais_id'],
+                        'pais_nombre': s['pais_nombre'],
+                        'categoria_id': s['categoria_id'],
+                        'categoria_nombre': s['categoria_nombre'],
+                        'results_count': s['results_count'],
+                        'searched_at': s['searched_at'],
+                        'noticias': news_items
+                    })
+
+    context = dict(
+        noticias=noticias,
+        total_results=total_results,
+        total_pages=total_pages,
+        page=page,
+        per_page=per_page,
+        categorias=categorias,
+        paises=paises,
+        q=q,
+        cat_id=int(categoria_id) if categoria_id else None,
+        pais_id=int(pais_id) if pais_id else None,
+        fecha_filtro=fecha_str,
+        lang=lang,
+        use_tr=use_tr,
+        use_semantic=use_semantic,
+        tags_por_tr=tags_por_tr,
+        recent_searches_with_results=recent_searches_with_results,
+    )
+
+    if request.headers.get("X-Requested-With") == "XMLHttpRequest":
+        return render_template("_noticias_list.html", **context)
+
+    return render_template("noticias.html", **context)
+
+
+@home_bp.route("/delete_search/<int:search_id>", methods=["POST"])
+def delete_search(search_id):
+    user = get_current_user()
+    if not user:
+        return {"error": "No autenticado"}, 401
+    
+    try:
+        with get_write_conn() as conn:
+            with conn.cursor() as cur:
+                # Direct deletion ensuring ownership
+                cur.execute(
+                    "DELETE FROM search_history WHERE id = %s AND user_id = %s",
+                    (search_id, user["id"])
+                )
+            conn.commit()
+        return {"success": True}
+    except Exception as e:
+        print(f"Error deleting search {search_id}: {e}")
+        return {"error": str(e)}, 500
diff --git a/routers/noticia.py b/routers/noticia.py
new file mode 100644
index 0000000..9dafd51
--- /dev/null
+++ b/routers/noticia.py
@@ -0,0 +1,116 @@
+from flask import Blueprint, render_template, request, redirect, flash, url_for
+from db import get_read_conn
+from psycopg2 import extras
+
+noticia_bp = Blueprint("noticia", __name__)
+
+
+@noticia_bp.route("/noticia")
+def noticia():
+    tr_id = request.args.get("tr_id")
+    noticia_id = request.args.get("id")
+
+    if not tr_id and not noticia_id:
+        flash("No se ha indicado ninguna noticia.", "warning")
+        return redirect(url_for("home.home"))
+
+    with get_read_conn() as conn:
+        conn.autocommit = True
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            dato = None
+
+            if tr_id:
+                cur.execute(
+                    """
+                    SELECT
+                        t.id AS traduccion_id,
+                        t.lang_from,
+                        t.lang_to,
+                        t.titulo_trad,
+                        t.resumen_trad,
+                        n.id AS noticia_id,
+                        n.titulo AS titulo_orig,
+                        n.resumen AS resumen_orig,
+                        n.url,
+                        n.fecha,
+                        n.imagen_url,
+                        n.fuente_nombre,
+                        c.nombre AS categoria,
+                        p.nombre AS pais
+                    FROM traducciones t
+                    JOIN noticias n ON n.id = t.noticia_id
+                    LEFT JOIN categorias c ON c.id = n.categoria_id
+                    LEFT JOIN paises p ON p.id = n.pais_id
+                    WHERE t.id = %s
+                    """,
+                    (int(tr_id),),
+                )
+                dato = cur.fetchone()
+
+            else:
+                cur.execute(
+                    """
+                    SELECT
+                        NULL AS traduccion_id,
+                        NULL AS lang_from,
+                        NULL AS lang_to,
+                        NULL AS titulo_trad,
+                        NULL AS resumen_trad,
+                        n.id AS noticia_id,
+                        n.titulo AS titulo_orig,
+                        n.resumen AS resumen_orig,
+                        n.url,
+                        n.fecha,
+                        n.imagen_url,
+                        n.fuente_nombre,
+                        c.nombre AS categoria,
+                        p.nombre AS pais
+                    FROM noticias n
+                    LEFT JOIN categorias c ON c.id = n.categoria_id
+                    LEFT JOIN paises p ON p.id = n.pais_id
+                    WHERE n.id = %s
+                    """,
+                    (noticia_id,),
+                )
+                dato = cur.fetchone()
+
+            tags = []
+            relacionadas = []
+
+            if dato and dato["traduccion_id"]:
+                cur.execute(
+                    """
+                    SELECT tg.valor, tg.tipo
+                    FROM tags_noticia tn
+                    JOIN tags tg ON tg.id = tn.tag_id
+                    WHERE tn.traduccion_id = %s
+                    ORDER BY tg.tipo, tg.valor;
+                    """,
+                    (dato["traduccion_id"],),
+                )
+                tags = cur.fetchall()
+
+                cur.execute(
+                    """
+                    SELECT
+                        n2.url,
+                        n2.titulo,
+                        n2.fecha,
+                        n2.imagen_url,
+                        n2.fuente_nombre,
+                        rn.score,
+                        t2.titulo_trad,
+                        t2.id AS related_tr_id
+                    FROM related_noticias rn
+                    JOIN traducciones t2 ON t2.id = rn.related_traduccion_id
+                    JOIN noticias n2 ON n2.id = t2.noticia_id
+                    WHERE rn.traduccion_id = %s
+                    ORDER BY rn.score DESC
+                    LIMIT 8;
+                    """,
+                    (dato["traduccion_id"],),
+                )
+                relacionadas = cur.fetchall()
+
+    return render_template("noticia.html", dato=dato, tags=tags, relacionadas=relacionadas)
+
diff --git a/routers/notifications.py b/routers/notifications.py
new file mode 100644
index 0000000..9308e47
--- /dev/null
+++ b/routers/notifications.py
@@ -0,0 +1,44 @@
+"""
+Notifications router - Check for new important news.
+"""
+from flask import Blueprint, jsonify, request
+from db import get_conn
+from datetime import datetime
+
+notifications_bp = Blueprint("notifications", __name__, url_prefix="/api/notifications")
+
+@notifications_bp.route("/check")
+def check_notifications():
+    """Check for new news since a given timestamp."""
+    last_check = request.args.get("last_check")
+    
+    if not last_check:
+        return jsonify({"has_news": False, "timestamp": datetime.utcnow().isoformat()})
+    
+    try:
+        # Check for news created after last_check
+        # We define "important" as having translation or high score (if score existed)
+        # For now, just any new news to demonstrate functionality
+        with get_conn() as conn:
+            with conn.cursor() as cur:
+                cur.execute("""
+                    SELECT COUNT(*), MAX(fecha)
+                    FROM noticias 
+                    WHERE fecha > %s
+                """, (last_check,))
+                row = cur.fetchone()
+                count = row[0]
+                latest = row[1]
+                
+        if count > 0:
+            return jsonify({
+                "has_news": True,
+                "count": count,
+                "timestamp": latest.isoformat() if latest else datetime.utcnow().isoformat(),
+                "message": f"¡{count} noticias nuevas encontradas!"
+            })
+            
+    except Exception as e:
+        print(f"Error checking notifications: {e}")
+        
+    return jsonify({"has_news": False, "timestamp": datetime.utcnow().isoformat()})
diff --git a/routers/parrillas.py b/routers/parrillas.py
new file mode 100644
index 0000000..563fff1
--- /dev/null
+++ b/routers/parrillas.py
@@ -0,0 +1,325 @@
+"""
+Router para gestionar parrill
+
+as de videos de noticias.
+"""
+from flask import Blueprint, render_template, request, jsonify, redirect, url_for, flash
+from db import get_conn
+from psycopg2 import extras
+from datetime import datetime, timedelta
+import logging
+
+logger = logging.getLogger(__name__)
+
+parrillas_bp = Blueprint("parrillas", __name__, url_prefix="/parrillas")
+
+
+@parrillas_bp.route("/")
+def index():
+    """Dashboard principal de parrillas."""
+    with get_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            # Obtener todas las parrillas
+            cur.execute("""
+                SELECT 
+                    p.*,
+                    pa.nombre as pais_nombre,
+                    c.nombre as categoria_nombre,
+                    (SELECT COUNT(*) FROM video_generados WHERE parrilla_id = p.id) as total_videos
+                FROM video_parrillas p
+                LEFT JOIN paises pa ON pa.id = p.pais_id
+                LEFT JOIN categorias c ON c.id = p.categoria_id
+                ORDER BY p.created_at DESC
+            """)
+            parrillas = cur.fetchall()
+            
+    return render_template("parrillas/index.html", parrillas=parrillas)
+
+
+@parrillas_bp.route("/nueva", methods=["GET", "POST"])
+def nueva():
+    """Crear una nueva parrilla."""
+    if request.method == "GET":
+        # Cargar datos para el formulario
+        with get_conn() as conn:
+            with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+                cur.execute("SELECT id, nombre FROM paises ORDER BY nombre")
+                paises = cur.fetchall()
+                
+                cur.execute("SELECT id, nombre FROM categorias ORDER BY nombre")
+                categorias = cur.fetchall()
+                
+        return render_template("parrillas/form.html", 
+                             paises=paises, 
+                             categorias=categorias)
+    
+    # POST: Crear parrilla
+    try:
+        data = request.form
+        
+        with get_conn() as conn:
+            with conn.cursor() as cur:
+                cur.execute("""
+                    INSERT INTO video_parrillas (
+                        nombre, descripcion, tipo_filtro,
+                        pais_id, categoria_id, entidad_nombre, entidad_tipo,
+                        max_noticias, duracion_maxima, idioma_voz,
+                        template, include_images, include_subtitles,
+                        frecuencia, activo
+                    ) VALUES (
+                        %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s
+                    ) RETURNING id
+                """, (
+                    data.get('nombre'),
+                    data.get('descripcion'),
+                    data.get('tipo_filtro'),
+                    data.get('pais_id') or None,
+                    data.get('categoria_id') or None,
+                    data.get('entidad_nombre') or None,
+                    data.get('entidad_tipo') or None,
+                    int(data.get('max_noticias', 5)),
+                    int(data.get('duracion_maxima', 180)),
+                    data.get('idioma_voz', 'es'),
+                    data.get('template', 'standard'),
+                    data.get('include_images') == 'on',
+                    data.get('include_subtitles') == 'on',
+                    data.get('frecuencia', 'manual'),
+                    data.get('activo') == 'on'
+                ))
+                parrilla_id = cur.fetchone()[0]
+                conn.commit()
+                
+        flash(f"Parrilla '{data.get('nombre')}' creada exitosamente", "success")
+        return redirect(url_for('parrillas.ver', id=parrilla_id))
+        
+    except Exception as e:
+        logger.error(f"Error creating parrilla: {e}", exc_info=True)
+        flash(f"Error al crear parrilla: {str(e)}", "error")
+        return redirect(url_for('parrillas.nueva'))
+
+
+@parrillas_bp.route("/<int:id>")
+def ver(id):
+    """Ver detalles de una parrilla específica."""
+    with get_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            # Obtener parrilla
+            cur.execute("""
+                SELECT 
+                    p.*,
+                    pa.nombre as pais_nombre,
+                    c.nombre as categoria_nombre
+                FROM video_parrillas p
+                LEFT JOIN paises pa ON pa.id = p.pais_id
+                LEFT JOIN categorias c ON c.id = p.categoria_id
+                WHERE p.id = %s
+            """, (id,))
+            parrilla = cur.fetchone()
+            
+            if not parrilla:
+                flash("Parrilla no encontrada", "error")
+                return redirect(url_for('parrillas.index'))
+            
+            # Obtener videos generados
+            cur.execute("""
+                SELECT * FROM video_generados
+                WHERE parrilla_id = %s
+                ORDER BY fecha_generacion DESC
+                LIMIT 50
+            """, (id,))
+            videos = cur.fetchall()
+            
+    return render_template("parrillas/detail.html", parrilla=parrilla, videos=videos)
+
+
+@parrillas_bp.route("/api/<int:id>/preview")
+def preview_noticias(id):
+    """Preview de noticias que se incluirían en el siguiente video."""
+    with get_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            # Obtener configuración de parrilla
+            cur.execute("SELECT * FROM video_parrillas WHERE id = %s", (id,))
+            parrilla = cur.fetchone()
+            
+            if not parrilla:
+                return jsonify({"error": "Parrilla no encontrada"}), 404
+            
+            # Construir query según filtros
+            where_clauses = []
+            params = []
+            
+            if parrilla['pais_id']:
+                where_clauses.append("n.pais_id = %s")
+                params.append(parrilla['pais_id'])
+                
+            if parrilla['categoria_id']:
+                where_clauses.append("n.categoria_id = %s")
+                params.append(parrilla['categoria_id'])
+                
+            if parrilla['entidad_nombre']:
+                # Filtrar por entidad
+                where_clauses.append("""
+                    EXISTS (
+                        SELECT 1 FROM tags_noticia tn
+                        JOIN tags t ON t.id = tn.tag_id
+                        WHERE tn.traduccion_id = tr.id
+                        AND t.tipo = %s
+                        AND t.valor ILIKE %s
+                    )
+                """)
+                params.append(parrilla['entidad_tipo'])
+                params.append(f"%{parrilla['entidad_nombre']}%")
+            
+            # Solo noticias de hoy o ayer
+            where_clauses.append("n.fecha >= NOW() - INTERVAL '1 day'")
+            
+            where_sql = " AND ".join(where_clauses) if where_clauses else "1=1"
+            
+            # Obtener noticias
+            cur.execute(f"""
+                SELECT 
+                    n.id,
+                    n.titulo,
+                    n.imagen_url,
+                    n.fecha,
+                    tr.titulo_trad,
+                    tr.resumen_trad,
+                    LENGTH(tr.resumen_trad) as longitud_texto
+                FROM noticias n
+                LEFT JOIN traducciones tr ON tr.noticia_id = n.id AND tr.lang_to = %s AND tr.status = 'done'
+                WHERE {where_sql}
+                AND tr.id IS NOT NULL
+                ORDER BY n.fecha DESC
+                LIMIT %s
+            """, [parrilla['idioma_voz']] + params + [parrilla['max_noticias']])
+            
+            noticias = cur.fetchall()
+            
+    return jsonify({
+        "noticias": [dict(n) for n in noticias],
+        "total": len(noticias),
+        "config": {
+            "max_noticias": parrilla['max_noticias'],
+            "duracion_maxima": parrilla['duracion_maxima']
+        }
+    })
+
+
+@parrillas_bp.route("/api/<int:id>/generar", methods=["POST"])
+def generar_video(id):
+    """Iniciar generación de video para una parrilla."""
+    try:
+        with get_conn() as conn:
+            with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+                # Verificar que la parrilla existe
+                cur.execute("SELECT * FROM video_parrillas WHERE id = %s", (id,))
+                parrilla = cur.fetchone()
+                
+                if not parrilla:
+                    return jsonify({"error": "Parrilla no encontrada"}), 404
+                
+                # Crear registro de video
+                cur.execute("""
+                    INSERT INTO video_generados (
+                        parrilla_id, titulo, descripcion, status
+                    ) VALUES (
+                        %s, %s, %s, 'pending'
+                    ) RETURNING id
+                """, (
+                    id,
+                    f"{parrilla['nombre']} - {datetime.now().strftime('%Y-%m-%d %H:%M')}",
+                    f"Video generado automáticamente para {parrilla['nombre']}"
+                ))
+                video_id = cur.fetchone()[0]
+                
+                # Actualizar fecha de última generación
+                cur.execute("""
+                    UPDATE video_parrillas
+                    SET ultima_generacion = NOW()
+                    WHERE id = %s
+                """, (id,))
+                
+                conn.commit()
+                
+        # Lanzar el proceso de generación en segundo plano
+        import subprocess
+        import sys
+        
+        # Ejecutamos el script generador pasando el ID de la parrilla
+        # Usamos Popen para no bloquear la respuesta HTTP (fire and forget)
+        cmd = [sys.executable, "generar_videos_noticias.py", str(id)]
+        subprocess.Popen(cmd, cwd="/app")
+        
+        return jsonify({
+            "success": True,
+            "video_id": video_id,
+            "message": "Generación de video iniciada en segundo plano"
+        })
+        
+    except Exception as e:
+        logger.error(f"Error queuing video: {e}", exc_info=True)
+        return jsonify({"error": str(e)}), 500
+
+
+@parrillas_bp.route("/api/<int:id>", methods=["DELETE"])
+def eliminar(id):
+    """Eliminar una parrilla."""
+    try:
+        with get_conn() as conn:
+            with conn.cursor() as cur:
+                cur.execute("DELETE FROM video_parrillas WHERE id = %s", (id,))
+                conn.commit()
+                
+        return jsonify({"success": True})
+    except Exception as e:
+        logger.error(f"Error deleting parrilla: {e}", exc_info=True)
+        return jsonify({"error": str(e)}), 500
+
+
+@parrillas_bp.route("/api/<int:id>/toggle", methods=["POST"])
+def toggle_activo(id):
+    """Activar/desactivar una parrilla."""
+    try:
+        with get_conn() as conn:
+            with conn.cursor() as cur:
+                cur.execute("""
+                    UPDATE video_parrillas
+                    SET activo = NOT activo
+                    WHERE id = %s
+                    RETURNING activo
+                """, (id,))
+                nuevo_estado = cur.fetchone()[0]
+                conn.commit()
+                
+        return jsonify({"success": True, "activo": nuevo_estado})
+    except Exception as e:
+        logger.error(f"Error toggling parrilla: {e}", exc_info=True)
+        return jsonify({"error": str(e)}), 500
+
+
+@parrillas_bp.route("/files/<int:video_id>/<filename>")
+def serve_file(video_id, filename):
+    """Servir archivos generados (audio, script, srt)."""
+    from flask import send_from_directory
+    import os
+    
+    # Directorio base de videos
+    base_dir = "/app/data/videos"
+    video_dir = os.path.join(base_dir, str(video_id))
+    
+    # Validar que sea un archivo permitido para evitar Path Traversal
+    allowed_files = ['audio.wav', 'script.txt', 'subtitles.srt', 'generation.log']
+    if filename not in allowed_files:
+        logger.warning(f"File download attempt blocked: {filename}")
+        return "File not allowed", 403
+        
+    full_path = os.path.join(video_dir, filename)
+    if not os.path.exists(full_path):
+        logger.error(f"File not found: {full_path}")
+        return "File not found", 404
+        
+    try:
+        return send_from_directory(video_dir, filename)
+    except Exception as e:
+        logger.error(f"Error serving file {full_path}: {e}")
+        return f"Error serving file: {e}", 500
diff --git a/routers/pdf.py b/routers/pdf.py
new file mode 100644
index 0000000..2498a19
--- /dev/null
+++ b/routers/pdf.py
@@ -0,0 +1,88 @@
+"""
+PDF Export router.
+"""
+from flask import Blueprint, make_response, render_template, url_for
+from db import get_conn
+from psycopg2 import extras
+from weasyprint import HTML
+import logging
+import re
+from io import BytesIO
+
+logger = logging.getLogger(__name__)
+
+pdf_bp = Blueprint("pdf", __name__, url_prefix="/pdf")
+
+def clean_text(text):
+    """Clean text from problematic characters for PDF generation."""
+    if not text:
+        return ""
+    # Remove <unk> tokens
+    text = text.replace('<unk>', '')
+    text = text.replace('�', '')
+    # Remove other problematic Unicode characters
+    text = re.sub(r'[\x00-\x08\x0B-\x0C\x0E-\x1F\x7F-\x9F]', '', text)
+    return text.strip()
+
+@pdf_bp.route("/noticia/<noticia_id>")
+def export_noticia(noticia_id):
+    """Exportar noticia a PDF."""
+    try:
+        with get_conn() as conn:
+            with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+                cur.execute("""
+                    SELECT 
+                        n.*,
+                        t.titulo_trad, t.resumen_trad, t.lang_to,
+                        c.nombre as categoria_nombre,
+                        p.nombre as pais_nombre
+                    FROM noticias n
+                    LEFT JOIN traducciones t ON t.noticia_id = n.id AND t.status = 'done' AND t.lang_to = 'es'
+                    LEFT JOIN categorias c ON c.id = n.categoria_id
+                    LEFT JOIN paises p ON p.id = n.pais_id
+                    WHERE n.id = %s
+                """, (noticia_id,))
+                noticia = cur.fetchone()
+
+        if not noticia:
+            return "Noticia no encontrada", 404
+
+        # Prepare data for template
+        d = dict(noticia)
+        
+        # Use translated content if available and clean it
+        titulo = clean_text(d.get('titulo_trad') or d.get('titulo', ''))
+        resumen = clean_text(d.get('resumen_trad') or d.get('resumen', ''))
+        
+        # Don't include external images to avoid SSL/network errors
+        # imagen_url = d.get('imagen_url') if d.get('imagen_url', '').startswith('http') else None
+        
+        html_content = render_template(
+            "pdf_template.html",
+            titulo=titulo,
+            resumen=resumen,
+            fecha=d.get('fecha', ''),
+            fuente=d.get('fuente_nombre', ''),  # Esta columna existe directamente en noticias
+            categoria=d.get('categoria_nombre', ''),
+            url=d.get('url', ''),
+            imagen_url=None  # Disable images for now to avoid errors
+        )
+
+        # Convert to PDF using WeasyPrint
+        logger.info(f"Generating PDF for noticia {noticia_id}")
+        
+        # Create PDF in memory
+        pdf_file = BytesIO()
+        HTML(string=html_content).write_pdf(pdf_file)
+        pdf_bytes = pdf_file.getvalue()
+        
+        response = make_response(pdf_bytes)
+        response.headers['Content-Type'] = 'application/pdf'
+        response.headers['Content-Disposition'] = f'attachment; filename=noticia_{noticia_id}.pdf'
+        logger.info(f"PDF generated successfully for noticia {noticia_id}")
+        return response
+        
+    except Exception as e:
+        logger.error(f"Error generando PDF para noticia {noticia_id}: {str(e)}", exc_info=True)
+        return f"Error generando PDF: {str(e)}", 500
+
diff --git a/routers/resumen.py b/routers/resumen.py
new file mode 100644
index 0000000..6a1d787
--- /dev/null
+++ b/routers/resumen.py
@@ -0,0 +1,76 @@
+"""
+Resumen router - Daily summary of news.
+"""
+from flask import Blueprint, render_template, request
+from psycopg2 import extras
+from db import get_conn
+from datetime import datetime, timedelta
+
+resumen_bp = Blueprint("resumen", __name__, url_prefix="/resumen")
+
+
+@resumen_bp.route("/")
+def diario():
+    """Daily summary page."""
+    # Default to today
+    date_str = request.args.get("date")
+    if date_str:
+        try:
+            target_date = datetime.strptime(date_str, "%Y-%m-%d").date()
+        except ValueError:
+            target_date = datetime.utcnow().date()
+    else:
+        target_date = datetime.utcnow().date()
+
+    prev_date = target_date - timedelta(days=1)
+    next_date = target_date + timedelta(days=1)
+    
+    if next_date > datetime.utcnow().date():
+        next_date = None
+
+    with get_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            # Fetch top news for the day grouped by category
+            # We'll limit to 5 per category to keep it concise
+            cur.execute("""
+                WITH ranked_news AS (
+                    SELECT 
+                        n.id, n.titulo, n.resumen, n.url, n.fecha, n.imagen_url, n.fuente_nombre,
+                        c.id as cat_id, c.nombre as categoria,
+                        t.titulo_trad, t.resumen_trad,
+                        ROW_NUMBER() OVER (PARTITION BY n.categoria_id ORDER BY n.fecha DESC) as rn
+                    FROM noticias n
+                    LEFT JOIN categorias c ON c.id = n.categoria_id
+                    LEFT JOIN traducciones t ON t.noticia_id = n.id 
+                        AND t.lang_to = 'es' AND t.status = 'done'
+                    WHERE n.fecha >= %s AND n.fecha < %s + INTERVAL '1 day'
+                )
+                SELECT * FROM ranked_news WHERE rn <= 5 ORDER BY categoria, rn
+            """, (target_date, target_date))
+            
+            rows = cur.fetchall()
+
+    # Group by category
+    noticias_by_cat = {}
+    for r in rows:
+        cat = r["categoria"] or "Sin Categoría"
+        if cat not in noticias_by_cat:
+            noticias_by_cat[cat] = []
+        
+        noticias_by_cat[cat].append({
+            "id": r["id"],
+            "titulo": r["titulo_trad"] or r["titulo"],
+            "resumen": r["resumen_trad"] or r["resumen"],
+            "url": r["url"],
+            "fecha": r["fecha"],
+            "imagen_url": r["imagen_url"],
+            "fuente": r["fuente_nombre"]
+        })
+
+    return render_template(
+        "resumen.html", 
+        noticias_by_cat=noticias_by_cat,
+        current_date=target_date,
+        prev_date=prev_date,
+        next_date=next_date
+    )
diff --git a/routers/rss.py b/routers/rss.py
new file mode 100644
index 0000000..47d6614
--- /dev/null
+++ b/routers/rss.py
@@ -0,0 +1,186 @@
+"""
+RSS Feed router - Generate custom RSS feeds with filters.
+"""
+from flask import Blueprint, request, Response
+from psycopg2 import extras
+from db import get_read_conn
+from datetime import datetime
+import html
+
+rss_bp = Blueprint("rss", __name__, url_prefix="/rss")
+
+
+def escape_xml(text):
+    """Escape text for XML."""
+    if not text:
+        return ""
+    return html.escape(str(text))
+
+
+def build_rss_xml(title, description, link, items):
+    """Build RSS 2.0 XML feed."""
+    now = datetime.utcnow().strftime("%a, %d %b %Y %H:%M:%S +0000")
+    
+    xml = f'''<?xml version="1.0" encoding="UTF-8"?>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom">
+<channel>
+    <title>{escape_xml(title)}</title>
+    <description>{escape_xml(description)}</description>
+    <link>{escape_xml(link)}</link>
+    <lastBuildDate>{now}</lastBuildDate>
+    <language>es</language>
+'''
+    
+    for item in items:
+        pub_date = ""
+        if item.get("fecha"):
+            try:
+                pub_date = item["fecha"].strftime("%a, %d %b %Y %H:%M:%S +0000")
+            except:
+                pass
+        
+        xml += f'''    <item>
+        <title>{escape_xml(item.get("titulo", ""))}</title>
+        <description><![CDATA[{item.get("resumen", "")}]]></description>
+        <link>{escape_xml(item.get("url", ""))}</link>
+        <guid isPermaLink="false">{escape_xml(item.get("id", ""))}</guid>
+        <pubDate>{pub_date}</pubDate>
+    </item>
+'''
+    
+    xml += '''</channel>
+</rss>'''
+    
+    return xml
+
+
+@rss_bp.route("/custom")
+def custom_feed():
+    """
+    Generate a custom RSS feed with filters.
+    
+    Query params:
+    - pais_id: Filter by country ID
+    - categoria_id: Filter by category ID
+    - lang: Translation language (default: es)
+    - limit: Number of items (default: 50, max: 100)
+    """
+    pais_id = request.args.get("pais_id")
+    categoria_id = request.args.get("categoria_id")
+    lang = (request.args.get("lang") or "es").lower()[:5]
+    limit = min(int(request.args.get("limit", 50)), 100)
+    
+    # Build description based on filters
+    filters_desc = []
+    
+    with get_read_conn() as conn:
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            # Get filter names for description
+            if pais_id:
+                cur.execute("SELECT nombre FROM paises WHERE id = %s", (pais_id,))
+                row = cur.fetchone()
+                if row:
+                    filters_desc.append(f"País: {row['nombre']}")
+            
+            if categoria_id:
+                cur.execute("SELECT nombre FROM categorias WHERE id = %s", (categoria_id,))
+                row = cur.fetchone()
+                if row:
+                    filters_desc.append(f"Categoría: {row['nombre']}")
+            
+            # Build query
+            query = """
+                SELECT 
+                    n.id, n.titulo, n.resumen, n.url, n.fecha,
+                    n.imagen_url, n.fuente_nombre,
+                    t.titulo_trad, t.resumen_trad
+                FROM noticias n
+                LEFT JOIN traducciones t ON t.noticia_id = n.id 
+                    AND t.lang_to = %s AND t.status = 'done'
+                WHERE 1=1
+            """
+            params = [lang]
+            
+            if pais_id:
+                query += " AND n.pais_id = %s"
+                params.append(pais_id)
+            
+            if categoria_id:
+                query += " AND n.categoria_id = %s"
+                params.append(categoria_id)
+            
+            query += " ORDER BY n.fecha DESC LIMIT %s"
+            params.append(limit)
+            
+            cur.execute(query, tuple(params))
+            rows = cur.fetchall()
+    
+    # Build items
+    items = []
+    for r in rows:
+        items.append({
+            "id": r["id"],
+            "titulo": r["titulo_trad"] or r["titulo"],
+            "resumen": r["resumen_trad"] or r["resumen"] or "",
+            "url": r["url"],
+            "fecha": r["fecha"],
+        })
+    
+    # Build feed metadata
+    title = "The Daily Feed"
+    if filters_desc:
+        title += " - " + ", ".join(filters_desc)
+    
+    description = "Noticias personalizadas"
+    if filters_desc:
+        description = "Feed personalizado: " + ", ".join(filters_desc)
+    
+    link = request.host_url.rstrip("/")
+    
+    xml = build_rss_xml(title, description, link, items)
+    
+    return Response(xml, mimetype="application/rss+xml")
+
+
+@rss_bp.route("/favoritos")
+def favoritos_feed():
+    """Generate RSS feed of user's favorites."""
+    from routers.favoritos import get_session_id, ensure_favoritos_table
+    
+    session_id = get_session_id()
+    
+    with get_read_conn() as conn:
+        ensure_favoritos_table(conn)
+        
+        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+            cur.execute("""
+                SELECT n.id, n.titulo, n.resumen, n.url, n.fecha,
+                       t.titulo_trad, t.resumen_trad
+                FROM favoritos f
+                JOIN noticias n ON n.id = f.noticia_id
+                LEFT JOIN traducciones t ON t.noticia_id = n.id 
+                    AND t.lang_to = 'es' AND t.status = 'done'
+                WHERE f.session_id = %s
+                ORDER BY f.created_at DESC
+                LIMIT 50;
+            """, (session_id,))
+            rows = cur.fetchall()
+    
+    items = []
+    for r in rows:
+        items.append({
+            "id": r["id"],
+            "titulo": r["titulo_trad"] or r["titulo"],
+            "resumen": r["resumen_trad"] or r["resumen"] or "",
+            "url": r["url"],
+            "fecha": r["fecha"],
+        })
+    
+    xml = build_rss_xml(
+        "The Daily Feed - Mis Favoritos",
+        "Noticias guardadas en favoritos",
+        request.host_url.rstrip("/"),
+        items
+    )
+    
+    return Response(xml, mimetype="application/rss+xml")
diff --git a/routers/search.py b/routers/search.py
new file mode 100644
index 0000000..6ad95c2
--- /dev/null
+++ b/routers/search.py
@@ -0,0 +1,257 @@
+"""
+Search API router - Real-time search with semantic search (Qdrant) and autocomplete.
+"""
+from flask import Blueprint, request, jsonify
+from psycopg2 import extras
+from db import get_read_conn, get_write_conn
+from utils.auth import get_current_user
+from utils.qdrant_search import semantic_search
+
+search_bp = Blueprint("search", __name__, url_prefix="/api/search")
+
+
+@search_bp.route("/")
+def search():
+    """Search noticias using semantic search (Qdrant) with PostgreSQL fallback."""
+    q = (request.args.get("q") or "").strip()
+    limit = min(int(request.args.get("limit", 10)), 50)
+    page = max(int(request.args.get("page", 1)), 1)  # Página actual (1-indexed)
+    offset = (page - 1) * limit  # Calcular offset
+    lang = (request.args.get("lang") or "es").lower()[:5]
+    use_semantic = request.args.get("semantic", "true").lower() == "true"
+    
+    if not q or len(q) < 2:
+        return jsonify({
+            "results": [], 
+            "total": 0,
+            "page": page,
+            "limit": limit,
+            "total_pages": 0
+        })
+    
+    results = []
+    total = 0
+    
+    # Intentar búsqueda semántica primero (más rápida y mejor)
+    if use_semantic:
+        try:
+            # Para paginación, obtenemos más resultados de Qdrant
+            # Qdrant es muy rápido, así que podemos obtener bastantes resultados
+            max_qdrant_results = min(offset + limit * 3, 200)  # Obtener hasta 3 páginas adelante
+            
+            semantic_results = semantic_search(
+                query=q,
+                limit=max_qdrant_results,
+                score_threshold=0.3  # Umbral más bajo para capturar más resultados
+            )
+            
+            if semantic_results:
+                # Calcular total encontrado (hasta el límite de fetching)
+                total = len(semantic_results)
+                
+                # Obtener solo los resultados de la página actual
+                page_results = semantic_results[offset : offset + limit]
+                
+                if page_results:
+                    # Enriquecer con datos adicionales de PostgreSQL solo para esta página
+                    news_ids = [r['news_id'] for r in page_results]
+                    
+                    with get_read_conn() as conn:
+                        with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+                            # Obtener datos adicionales (categoría, país)
+                            cur.execute("""
+                                SELECT 
+                                    n.id,
+                                    n.titulo,
+                                    n.resumen,
+                                    n.url,
+                                    n.fecha,
+                                    n.imagen_url,
+                                    n.fuente_nombre,
+                                    c.nombre AS categoria,
+                                    p.nombre AS pais,
+                                    t.titulo_trad,
+                                    t.resumen_trad,
+                                    t.id AS traduccion_id
+                                FROM noticias n
+                                LEFT JOIN categorias c ON c.id = n.categoria_id
+                                LEFT JOIN paises p ON p.id = n.pais_id
+                                LEFT JOIN traducciones t ON t.noticia_id = n.id 
+                                    AND t.lang_to = %s AND t.status = 'done'
+                                WHERE n.id = ANY(%s)
+                            """, (lang, news_ids))
+                            
+                            db_rows = {row['id']: row for row in cur.fetchall()}
+                    
+                    # Combinar resultados semánticos con datos de PostgreSQL
+                    for sem_result in page_results:
+                        news_id = sem_result['news_id']
+                        db_row = db_rows.get(news_id)
+                        
+                        if db_row:
+                            results.append({
+                                "id": db_row["id"],
+                                "titulo": db_row["titulo_trad"] or db_row["titulo"],
+                                "resumen": (db_row["resumen_trad"] or db_row["resumen"] or "")[:150],
+                                "url": db_row["url"],
+                                "fecha": db_row["fecha"].isoformat() if db_row["fecha"] else None,
+                                "imagen_url": db_row["imagen_url"],
+                                "fuente": db_row["fuente_nombre"],
+                                "categoria": db_row["categoria"],
+                                "pais": db_row["pais"],
+                                "traduccion_id": db_row["traduccion_id"],
+                                "semantic_score": sem_result['score'],
+                                "fecha_raw": db_row["fecha"]  # Para ordenación
+                            })
+                    
+                    # Ordenar por fecha cronológicamente (más reciente primero)
+                    results.sort(key=lambda x: x.get("fecha_raw") or "", reverse=True)
+                    
+                    # Eliminar el campo temporal usado para ordenación
+                    for r in results:
+                        r.pop("fecha_raw", None)
+                
+        except Exception as e:
+            print(f"⚠️ Error en búsqueda semántica, usando fallback: {e}")
+            import traceback
+            traceback.print_exc()
+            # Continuar con búsqueda tradicional
+    
+    # Fallback a búsqueda tradicional si no hay resultados semánticos y no hubo error fatal
+    if not results and total == 0:
+        with get_read_conn() as conn:
+            with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+                print(f"⚠️ Usando fallback PostgreSQL para búsqueda: '{q}'")
+                
+                # Búsqueda tradicional optimizada usando Full Text Search
+                # Nota: Esta query es más lenta que Qdrant pero necesaria como fallback
+                cur.execute("""
+                    WITH ranked_news AS (
+                        -- Búsqueda en noticias originales
+                        SELECT 
+                            n.id,
+                            ts_rank(n.search_vector_es, websearch_to_tsquery('spanish', %s)) as rank
+                        FROM noticias n
+                        WHERE n.search_vector_es @@ websearch_to_tsquery('spanish', %s)
+                        
+                        UNION ALL
+                        
+                        -- Búsqueda en traducciones
+                        SELECT 
+                            t.noticia_id as id,
+                            ts_rank(t.search_vector_es, websearch_to_tsquery('spanish', %s)) as rank
+                        FROM traducciones t
+                        WHERE t.search_vector_es @@ websearch_to_tsquery('spanish', %s)
+                          AND t.lang_to = 'es' 
+                          AND t.status = 'done'
+                    ),
+                    best_ranks AS (
+                        SELECT id, MAX(rank) as max_rank
+                        FROM ranked_news
+                        GROUP BY id
+                    )
+                    SELECT 
+                        n.id,
+                        n.titulo,
+                        n.resumen,
+                        n.url,
+                        n.fecha,
+                        n.imagen_url,
+                        n.fuente_nombre,
+                        c.nombre AS categoria,
+                        p.nombre AS pais,
+                        t.titulo_trad,
+                        t.resumen_trad,
+                        t.id AS traduccion_id,
+                        br.max_rank AS rank
+                    FROM best_ranks br
+                    JOIN noticias n ON n.id = br.id
+                    LEFT JOIN categorias c ON c.id = n.categoria_id
+                    LEFT JOIN paises p ON p.id = n.pais_id
+                    LEFT JOIN traducciones t ON t.noticia_id = n.id 
+                        AND t.lang_to = %s AND t.status = 'done'
+                    ORDER BY n.fecha DESC, br.max_rank DESC
+                    LIMIT %s OFFSET %s
+                """, (q, q, q, q, lang, limit, offset))
+                
+                rows = cur.fetchall()
+                print(f"✅ PostgreSQL retornó {len(rows)} resultados")
+                
+                # Count total - Query simplificada
+                cur.execute("""
+                    SELECT COUNT(DISTINCT id) FROM (
+                        SELECT id FROM noticias 
+                        WHERE search_vector_es @@ websearch_to_tsquery('spanish', %s)
+                        UNION
+                        SELECT noticia_id as id FROM traducciones 
+                        WHERE search_vector_es @@ websearch_to_tsquery('spanish', %s) 
+                          AND lang_to = 'es' AND status = 'done'
+                    ) as all_hits
+                """, (q, q))
+                total_row = cur.fetchone()
+                total = total_row[0] if total_row else 0
+        
+        for r in rows:
+            results.append({
+                "id": r["id"],
+                "titulo": r["titulo_trad"] or r["titulo"],
+                "resumen": (r["resumen_trad"] or r["resumen"] or "")[:150],
+                "url": r["url"],
+                "fecha": r["fecha"].isoformat() if r["fecha"] else None,
+                "imagen_url": r["imagen_url"],
+                "fuente": r["fuente_nombre"],
+                "categoria": r["categoria"],
+                "pais": r["pais"],
+                "traduccion_id": r["traduccion_id"],
+            })
+    
+    # Save search history for authenticated users
+    user = get_current_user()
+    if user and q and page == 1: # Solo guardar en página 1
+        try:
+            with get_write_conn() as conn:
+                with conn.cursor() as cur:
+                    cur.execute("""
+                        INSERT INTO search_history (user_id, query, results_count)
+                        VALUES (%s, %s, %s)
+                    """, (user['id'], q, total))
+                conn.commit()
+        except Exception as e:
+            print(f"ERROR SAVING SEARCH HISTORY: {e}")
+            pass
+    
+    total_pages = (total + limit - 1) // limit if limit > 0 else 0
+    
+    return jsonify({
+        "results": results, 
+        "total": total, 
+        "query": q,
+        "page": page,
+        "limit": limit,
+        "total_pages": total_pages
+    })
+
+
+@search_bp.route("/suggestions")
+def suggestions():
+    """Get search suggestions based on recent/popular searches and tags."""
+    q = (request.args.get("q") or "").strip()
+    limit = min(int(request.args.get("limit", 5)), 10)
+    
+    if not q or len(q) < 2:
+        return jsonify({"suggestions": []})
+    
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            # Get matching tags as suggestions
+            cur.execute("""
+                SELECT DISTINCT valor
+                FROM tags
+                WHERE valor ILIKE %s
+                ORDER BY valor
+                LIMIT %s;
+            """, (f"%{q}%", limit))
+            
+            suggestions = [row[0] for row in cur.fetchall()]
+    
+    return jsonify({"suggestions": suggestions, "query": q})
diff --git a/routers/stats.py b/routers/stats.py
new file mode 100644
index 0000000..2c0024c
--- /dev/null
+++ b/routers/stats.py
@@ -0,0 +1,911 @@
+from flask import Blueprint, render_template, jsonify
+from db import get_read_conn
+from datetime import datetime, timedelta
+import os
+import subprocess
+import time
+from cache import cached
+
+stats_bp = Blueprint("stats", __name__, url_prefix="/stats")
+
+
+# ==================================================================================
+# ENTITY NORMALIZATION SYSTEM
+# ==================================================================================
+# Dictionary to map entity name variations to canonical names
+import json
+
+CONFIG_FILE = "entity_config.json"
+_config_cache = {"data": None, "mtime": 0}
+
+def load_entity_config():
+    """Load entity config from JSON file with simple modification time caching."""
+    global _config_cache
+    try:
+        # Check if file exists
+        if not os.path.exists(CONFIG_FILE):
+            return {"blacklist": [], "synonyms": {}}
+
+        # Check modification time
+        mtime = os.path.getmtime(CONFIG_FILE)
+        if _config_cache["data"] is not None and mtime <= _config_cache["mtime"]:
+            return _config_cache["data"]
+
+        # Load fresh config
+        with open(CONFIG_FILE, 'r', encoding='utf-8') as f:
+            data = json.load(f)
+            
+            # Normalize structure
+            if "blacklist" not in data: data["blacklist"] = []
+            if "synonyms" not in data: data["synonyms"] = {}
+            
+            # Pre-process synonyms for reverse lookup (variation -> canonical)
+            lookup = {}
+            for canonical, variations in data["synonyms"].items():
+                lookup[canonical.lower()] = canonical # Map canonical to itself
+                for var in variations:
+                    lookup[var.lower()] = canonical
+            
+            data["_lookup"] = lookup
+            data["_blacklist_set"] = {x.lower() for x in data["blacklist"]}
+            
+            _config_cache = {"data": data, "mtime": mtime}
+            return data
+            
+    except Exception as e:
+        print(f"Error loading entity config: {e}")
+        # Return fallback or previous cache if available
+        return _config_cache["data"] if _config_cache["data"] else {"blacklist": [], "synonyms": {}}
+
+
+def normalize_entity_name(name: str, config=None) -> str:
+    """Normalize entity name to its canonical form."""
+    if config is None:
+        config = load_entity_config()
+    
+    lookup = config.get("_lookup", {})
+    return lookup.get(name.lower(), name)
+
+
+def aggregate_normalized_entities(rows, entity_type='persona'):
+    """Aggregate entity counts by normalized names and filter blacklisted items.
+    
+    Args:
+        rows: List of (name, count) tuples from database
+        entity_type: Type of entity for normalization (kept for compatibility but config is global now)
+        
+    Returns:
+        List of (normalized_name, total_count) tuples sorted by count
+    """
+    aggregated = {}
+    config = load_entity_config()
+    blacklist = config.get("_blacklist_set", set())
+    
+    for name, count in rows:
+        # 1. Check blacklist (exact or lower match)
+        if name.lower() in blacklist:
+            continue
+            
+        # 2. Normalize
+        normalized = normalize_entity_name(name, config)
+        
+        # 3. Check blacklist again (in case canonical name is blacklisted)
+        if normalized.lower() in blacklist:
+            continue
+            
+        aggregated[normalized] = aggregated.get(normalized, 0) + count
+    
+    # Sort by count descending
+    sorted_items = sorted(aggregated.items(), key=lambda x: x[1], reverse=True)
+    return sorted_items
+
+# ==================================================================================
+
+
+@stats_bp.route("/")
+def index():
+    """Stats dashboard page."""
+    
+    # Calculate translation stats for the banner
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            # Translations per minute (last 5 minutes)
+            cur.execute("""
+                SELECT COUNT(*) FROM traducciones 
+                WHERE status = 'done' 
+                AND created_at > NOW() - INTERVAL '5 minutes'
+            """)
+            recent_5min = cur.fetchone()[0]
+            translations_per_min = round(recent_5min / 5, 1) if recent_5min else 0
+            
+            # Status counts
+            cur.execute("SELECT COUNT(*) FROM traducciones WHERE status = 'done'")
+            traducciones_count = cur.fetchone()[0]
+            
+            cur.execute("SELECT COUNT(*) FROM traducciones WHERE status = 'pending'")
+            pending_count = cur.fetchone()[0]
+            
+            cur.execute("SELECT COUNT(*) FROM traducciones WHERE status = 'processing'")
+            processing_count = cur.fetchone()[0]
+            
+            cur.execute("SELECT COUNT(*) FROM traducciones WHERE status = 'error'")
+            error_count = cur.fetchone()[0]
+            
+            # Total noticias (exact count - cached for 5 min in view)
+            cur.execute("SELECT COUNT(*) FROM noticias")
+            noticias_count = cur.fetchone()[0] or 0
+            
+            # News ingested today
+            cur.execute("""
+                SELECT COUNT(*) FROM noticias 
+                WHERE DATE(fecha) = CURRENT_DATE
+            """)
+            noticias_hoy = cur.fetchone()[0] or 0
+            
+            # News ingested in the last hour
+            cur.execute("""
+                SELECT COUNT(*) FROM noticias 
+                WHERE fecha >= NOW() - INTERVAL '1 hour'
+            """)
+            noticias_ultima_hora = cur.fetchone()[0] or 0
+            
+    return render_template("stats.html",
+                         translations_per_min=translations_per_min,
+                         noticias_count=noticias_count,
+                         traducciones_count=traducciones_count,
+                         pending_count=pending_count,
+                         processing_count=processing_count,
+                         error_count=error_count,
+                         noticias_hoy=noticias_hoy,
+                         noticias_ultima_hora=noticias_ultima_hora)
+
+
+@stats_bp.route("/api/activity")
+@cached(ttl_seconds=300, prefix="stats")
+def activity_data():
+    """Get activity data (news count) for the specified range."""
+    from flask import request
+    range_param = request.args.get("range", "30d")
+    
+    # Default: 30d -> group by day
+    days = 30
+    minutes = 0
+    interval_sql = "day" # For date_trunc or casting
+    timedelta_step = timedelta(days=1)
+    date_format = "%Y-%m-%d"
+    
+    if range_param == "1h":
+        minutes = 60
+        interval_sql = "minute"
+        timedelta_step = timedelta(minutes=1)
+        date_format = "%H:%M"
+    elif range_param == "8h":
+        minutes = 480
+        interval_sql = "minute"
+        timedelta_step = timedelta(minutes=1)
+        date_format = "%H:%M"
+    elif range_param == "1d": # Alias for 24h
+        minutes = 1440
+        interval_sql = "hour"
+        timedelta_step = timedelta(hours=1)
+        date_format = "%H:%M"
+    elif range_param == "24h":
+        minutes = 1440
+        interval_sql = "hour"
+        timedelta_step = timedelta(hours=1)
+        date_format = "%H:%M"
+    elif range_param == "7d":
+        minutes = 10080
+        interval_sql = "hour"
+        timedelta_step = timedelta(hours=1)
+        # Include Month-Day for 7d context
+        date_format = "%d %H:%M"
+    elif range_param == "30d":
+        # Specific existing logic uses date casting, we can adapt
+        minutes = 0 
+        days = 30
+        interval_sql = "day"
+        timedelta_step = timedelta(days=1)
+        date_format = "%Y-%m-%d"
+
+    # Calculate start time
+    if minutes > 0:
+        start_time = datetime.utcnow() - timedelta(minutes=minutes)
+        # Using timestamp column directly
+        date_column = "fecha" 
+    else:
+        start_time = datetime.utcnow() - timedelta(days=days)
+        # For 30d we might just use date part start
+        start_time = start_time.replace(hour=0, minute=0, second=0, microsecond=0)
+        date_column = "fecha"
+
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            # Construct query based on interval
+            if interval_sql == "day":
+                 # Original logic style for 30d, but generalized
+                cur.execute("""
+                    SELECT 
+                        fecha::date as time_slot,
+                        COUNT(*) as count
+                    FROM noticias
+                    WHERE fecha >= %s
+                    GROUP BY time_slot
+                    ORDER BY time_slot
+                """, (start_time,))
+            else:
+                # Granular logic
+                cur.execute(f"""
+                    SELECT 
+                        date_trunc('{interval_sql}', fecha) as time_slot,
+                        COUNT(*) as count
+                    FROM noticias
+                    WHERE fecha >= %s
+                    GROUP BY time_slot
+                    ORDER BY time_slot
+                """, (start_time,))
+            
+            rows = cur.fetchall()
+            
+    # Fill gaps
+    data_map = {row[0]: row[1] for row in rows}
+    labels = []
+    data = []
+    
+    # Iterate with step
+    if minutes > 0:
+        # Granular start alignment
+        current = start_time.replace(second=0, microsecond=0)
+        if interval_sql == "hour":
+            current = current.replace(minute=0)
+            
+        end = datetime.utcnow().replace(second=0, microsecond=0)
+        if interval_sql == "hour":
+            end = end.replace(minute=0) + timedelta(hours=1)
+    else:
+        # Daily start alignment
+        current = start_time.date() if isinstance(start_time, datetime) else start_time
+        end = datetime.utcnow().date()
+    
+    while current <= end:
+        # Format label
+        labels.append(current.strftime(date_format))
+        
+        # Lookup key can be date or datetime depending on query
+        # DB returns date for ::date and datetime for date_trunc
+        # Let's handle both lookup types safely
+        lookup_key = current 
+        # API might have mismatch if current is date object and DB returned datetime or vice versa
+        # rows[0] is date object for 'day', datetime for 'minute'/'hour'
+        
+        val = data_map.get(lookup_key, 0)
+        # Fallback if types don't match exactly (datetime vs date) - unlikely if logic is consistent but good to check
+        if val == 0 and isinstance(lookup_key, datetime) and interval_sql == 'day':
+             val = data_map.get(lookup_key.date(), 0)
+
+        data.append(val)
+        
+        current += timedelta_step
+        
+    return jsonify({
+        "labels": labels,
+        "data": data
+    })
+
+
+@stats_bp.route("/api/categories")
+@cached(ttl_seconds=300, prefix="stats")
+def categories_data():
+    """Get news count per category (Top 8 + Others)."""
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("""
+                SELECT 
+                    c.nombre,
+                    COUNT(n.id) as count
+                FROM noticias n
+                JOIN categorias c ON c.id = n.categoria_id
+                GROUP BY c.nombre
+                ORDER BY count DESC
+            """)
+            
+            rows = cur.fetchall()
+            
+    # Process Top 8 + Others
+    labels = []
+    data = []
+    others_count = 0
+    top_limit = 8
+    
+    for i, row in enumerate(rows):
+        if i < top_limit:
+            labels.append(row[0])
+            data.append(row[1])
+        else:
+            others_count += row[1]
+            
+    if others_count > 0:
+        labels.append("Otros")
+        data.append(others_count)
+            
+    return jsonify({
+        "labels": labels,
+        "data": data
+    })
+
+
+@stats_bp.route("/api/countries")
+@cached(ttl_seconds=300, prefix="stats")
+def countries_data():
+    """Get news count per country (Top 10 + Others)."""
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("""
+                SELECT 
+                    p.nombre,
+                    COUNT(n.id) as count
+                FROM noticias n
+                JOIN paises p ON p.id = n.pais_id
+                GROUP BY p.nombre
+                ORDER BY count DESC
+            """)
+            
+            rows = cur.fetchall()
+
+    # Process Top 10 + Others
+    labels = []
+    data = []
+    others_count = 0
+    top_limit = 10
+    
+    for i, row in enumerate(rows):
+        if i < top_limit:
+            labels.append(row[0])
+            data.append(row[1])
+        else:
+            others_count += row[1]
+            
+    return jsonify({
+        "labels": labels,
+        "data": data
+    })
+
+
+@stats_bp.route("/api/countries/list")
+def countries_list():
+    """Get alphabetical list of all countries with flags."""
+    from utils import country_flag
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("SELECT nombre FROM paises ORDER BY nombre ASC")
+            rows = cur.fetchall()
+            
+    return jsonify([
+        {"name": row[0], "flag": country_flag(row[0])} 
+        for row in rows
+    ])
+
+
+@stats_bp.route("/api/translations/activity")
+def translations_activity_data():
+    """Get translation count per day for the last 30 days."""
+    days = 30
+    start_date = (datetime.utcnow() - timedelta(days=days)).date()
+    
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("""
+                SELECT 
+                    created_at::date as day,
+                    COUNT(*) as count
+                FROM traducciones
+                WHERE created_at >= %s
+                GROUP BY day
+                ORDER BY day
+            """, (start_date,))
+            
+            rows = cur.fetchall()
+            
+    # Fill gaps
+    data_map = {row[0]: row[1] for row in rows}
+    labels = []
+    data = []
+    
+    current = start_date
+    end = datetime.utcnow().date()
+    
+    while current <= end:
+        labels.append(current.strftime("%Y-%m-%d"))
+        data.append(data_map.get(current, 0))
+        current += timedelta(days=1)
+        
+    return jsonify({
+        "labels": labels,
+        "data": data
+    })
+
+
+@stats_bp.route("/api/translations/languages")
+@cached(ttl_seconds=60, prefix="stats")
+def translations_languages_data():
+    """Get translation count per source language."""
+    # Friendly names for common languages
+    LANG_NAMES = {
+        'en': 'Inglés',
+        'es': 'Español',
+        'fr': 'Francés',
+        'de': 'Alemán',
+        'it': 'Italiano',
+        'pt': 'Portugués',
+        'ru': 'Ruso',
+        'zh': 'Chino',
+        'ja': 'Japonés',
+        'ar': 'Árabe'
+    }
+    
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("""
+                SELECT 
+                    lang_from,
+                    COUNT(*) as count
+                FROM translation_stats
+                WHERE lang_from IS NOT NULL
+                GROUP BY lang_from
+                ORDER BY count DESC
+            """)
+            
+            rows = cur.fetchall()
+            
+    labels = []
+    data = []
+    for code, count in rows:
+        code = code.strip().lower()
+        labels.append(LANG_NAMES.get(code, code.upper()))
+        data.append(count)
+            
+    return jsonify({
+        "labels": labels,
+        "data": data
+    })
+
+def get_system_uptime():
+    try:
+        with open('/proc/uptime', 'r') as f:
+            uptime_seconds = float(f.readline().split()[0])
+            days = int(uptime_seconds // (24 * 3600))
+            hours = int((uptime_seconds % (24 * 3600)) // 3600)
+            minutes = int((uptime_seconds % 3600) // 60)
+            if days > 0:
+                return f"{days}d {hours}h {minutes}m"
+            return f"{hours}h {minutes}m"
+    except:
+        return "N/A"
+
+def get_gpu_info():
+    try:
+        cmd = "nvidia-smi --query-gpu=name,temperature.gpu,utilization.gpu,memory.used,memory.total --format=csv,noheader,nounits"
+        with open(os.devnull, 'w') as devnull:
+            res = subprocess.check_output(cmd, shell=True, stderr=devnull).decode().strip()
+        parts = [p.strip() for p in res.split(',')]
+        if len(parts) >= 5:
+            return {
+                "name": parts[0],
+                "temp": f"{parts[1]}°C",
+                "util": f"{parts[2]}%",
+                "mem": f"{parts[3]} MB / {parts[4]} MB"
+            }
+    except:
+        pass
+    return None
+
+def get_cpu_info():
+    try:
+        load = os.getloadavg()
+        cores = os.cpu_count()
+        return {
+            "load": f"{load[0]:.2f}, {load[1]:.2f}, {load[2]:.2f}",
+            "cores": cores
+        }
+    except:
+        return None
+
+@stats_bp.route("/api/system/info")
+def system_info_api():
+    """Endpoint for real-time system monitoring."""
+    return jsonify({
+        "uptime": get_system_uptime(),
+        "gpu": get_gpu_info(),
+        "cpu": get_cpu_info(),
+        "timestamp": datetime.now().strftime("%H:%M:%S")
+    })
+
+
+@stats_bp.route("/api/translations/rate")
+@cached(ttl_seconds=60, prefix="stats")
+def translations_rate_data():
+    """Get translation count for the specified range (1h, 8h, 24h, 7d)."""
+    # Parameters
+    from flask import request
+    
+    range_param = request.args.get("range", "1h")
+    
+    # Default: 1h -> group by minute
+    minutes = 60
+    interval_sql = "minute"
+    timedelta_step = timedelta(minutes=1)
+    date_format = "%H:%M"
+    
+    if range_param == "8h":
+        minutes = 8 * 60
+        interval_sql = "minute" # Still group by minute for detailed graph? Or 5 mins?
+        # Let's simple group by minute but it might be dense. 480 points. Fine.
+        timedelta_step = timedelta(minutes=1) 
+        date_format = "%H:%M"
+        
+    elif range_param == "24h":
+        minutes = 24 * 60
+        # Group by 15 minutes? Postgres: date_trunc('hour', ...) or extract?
+        # Let's use custom grouping? Or simple 'hour' is too granular? 1440 mins.
+        # Let's group by hour for 24h to be safe/clean
+        interval_sql = "hour"
+        timedelta_step = timedelta(hours=1)
+        date_format = "%H:%M"
+        
+    elif range_param == "7d":
+        minutes = 7 * 24 * 60
+        interval_sql = "hour" # 7 * 24 = 168 points
+        timedelta_step = timedelta(hours=1)
+        date_format = "%Y-%m-%d %H:%M"
+        
+    start_time = datetime.utcnow() - timedelta(minutes=minutes)
+    
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            # Query translation_stats instead of traducciones
+            cur.execute(f"""
+                SELECT 
+                    date_trunc('{interval_sql}', created_at) as time_slot,
+                    COUNT(*) as count
+                FROM translation_stats
+                WHERE created_at >= %s
+                GROUP BY time_slot
+                ORDER BY time_slot
+            """, (start_time,))
+            
+            rows = cur.fetchall()
+            
+    # Fill gaps
+    data_map = {row[0]: row[1] for row in rows}
+    labels = []
+    data = []
+    
+    # Iterate by step
+    # Align start_time to step if possible (lazy alignment)
+    current = start_time.replace(second=0, microsecond=0)
+    if interval_sql == "hour":
+        current = current.replace(minute=0)
+        
+    end = datetime.utcnow().replace(second=0, microsecond=0)
+    if interval_sql == "hour":
+        end = end.replace(minute=0) + timedelta(hours=1) # Ensure we cover current partial hour
+    
+    while current <= end:
+        labels.append(current.strftime(date_format))
+        data.append(data_map.get(current, 0))
+        current += timedelta_step
+        
+    return jsonify({
+        "labels": labels,
+        "data": data
+    })
+
+
+@stats_bp.route("/entities")
+def entities_dashboard():
+    """Dashboard for Named Entities statistics."""
+    return render_template("stats_entities.html")
+
+
+@stats_bp.route("/api/entities/people")
+def entities_people():
+    """Top 25 mentioned people, optionally filtered by country and/or date."""
+    from flask import request
+    from datetime import datetime
+    from cache import cache_get, cache_set
+    
+    # 1. Check config mtime for cache invalidation
+    try:
+        config_mtime = os.path.getmtime(CONFIG_FILE)
+    except OSError:
+        config_mtime = 0
+        
+    country_filter = request.args.get("country")
+    date_filter = request.args.get("date")
+    
+    # 2. Build cache key with mtime
+    cache_key = f"entities:people:{country_filter}:{date_filter}:{config_mtime}"
+    
+    # 3. Try cache
+    cached_data = cache_get(cache_key)
+    if cached_data:
+        return jsonify(cached_data)
+    
+    # Determine time range
+    if date_filter:
+        # Single day query
+        try:
+            target_date = datetime.strptime(date_filter, "%Y-%m-%d").date()
+            time_condition = "DATE(tr.created_at) = %s"
+            time_params = [target_date]
+        except ValueError:
+            # Invalid date format, fallback to 30 days
+            time_condition = "tr.created_at >= NOW() - INTERVAL '30 days'"
+            time_params = []
+    else:
+        # Default: last 30 days
+        time_condition = "tr.created_at >= NOW() - INTERVAL '30 days'"
+        time_params = []
+    
+    if country_filter and country_filter != 'global':
+        # Filtered by country
+        query = f"""
+            SELECT t.valor, COUNT(*) as menciones
+            FROM tags t
+            JOIN tags_noticia tn ON tn.tag_id = t.id
+            JOIN traducciones tr ON tn.traduccion_id = tr.id
+            JOIN noticias n ON tr.noticia_id = n.id
+            WHERE t.tipo = 'persona'
+              AND {time_condition}
+              AND n.pais_id = (SELECT id FROM paises WHERE nombre ILIKE %s LIMIT 1)
+            GROUP BY t.valor
+            ORDER BY menciones DESC
+        """
+        params = tuple(time_params + [country_filter])
+    else:
+        # Global view
+        query = f"""
+            SELECT t.valor, COUNT(*) as menciones
+            FROM tags t
+            JOIN tags_noticia tn ON tn.tag_id = t.id
+            JOIN traducciones tr ON tn.traduccion_id = tr.id
+            WHERE t.tipo = 'persona'
+              AND {time_condition}
+            GROUP BY t.valor
+            ORDER BY menciones DESC
+        """
+        params = tuple(time_params)
+    
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute(query, params)
+            rows = cur.fetchall()
+    
+    # Normalize and aggregate
+    normalized_rows = aggregate_normalized_entities(rows, entity_type='persona')
+    
+    # Take top 50
+    top_50 = normalized_rows[:50]
+    
+    # Enrich with Wikipedia Images (Parallel Execution)
+    from concurrent.futures import ThreadPoolExecutor
+    from utils.wiki import fetch_wiki_data
+
+    images = []
+    summaries = []
+    
+    def get_image_safe(name):
+        try:
+            return fetch_wiki_data(name)
+        except Exception:
+            return None, None
+
+    if top_50:
+        names = [row[0] for row in top_50]
+        with ThreadPoolExecutor(max_workers=10) as executor:
+            try:
+                results = list(executor.map(get_image_safe, names))
+                
+                # Unpack results
+                for img, smry in results:
+                    images.append(img)
+                    summaries.append(smry)
+            except Exception as e:
+                import logging
+                logging.error(f"Error fetching wiki data: {e}")
+                # Fallback to empty if threading fails
+                images = [None] * len(names)
+                summaries = [None] * len(names)
+    else:
+        images = []
+        summaries = []
+
+    result = {
+        "labels": [row[0] for row in top_50],
+        "data": [row[1] for row in top_50],
+        "images": images,
+        "summaries": summaries
+    }
+    
+    # 4. Set cache
+    cache_set(cache_key, result, ttl_seconds=600)
+    
+    return jsonify(result)
+
+
+@stats_bp.route("/api/entities/orgs")
+def entities_orgs():
+    """Top mentioned organizations, optionally filtered by country."""
+    from flask import request
+    from cache import cache_get, cache_set
+    
+    country_filter = request.args.get("country")
+    
+    try:
+        config_mtime = os.path.getmtime(CONFIG_FILE)
+    except OSError:
+        config_mtime = 0
+        
+    cache_key = f"entities:orgs:{country_filter}:{config_mtime}"
+    
+    cached_data = cache_get(cache_key)
+    if cached_data:
+        return jsonify(cached_data)
+
+    if country_filter and country_filter != 'global':
+        query = """
+            SELECT t.valor, COUNT(*) as menciones
+            FROM tags t
+            JOIN tags_noticia tn ON tn.tag_id = t.id
+            JOIN traducciones tr ON tn.traduccion_id = tr.id
+            JOIN noticias n ON tr.noticia_id = n.id
+            WHERE t.tipo = 'organizacion'
+              AND tr.created_at >= NOW() - INTERVAL '30 days'
+              AND n.pais_id = (SELECT id FROM paises WHERE nombre ILIKE %s LIMIT 1)
+            GROUP BY t.valor
+            ORDER BY menciones DESC
+            LIMIT 50
+        """
+        params = (country_filter,)
+    else:
+        query = """
+            SELECT t.valor, COUNT(*) as menciones
+            FROM tags t
+            JOIN tags_noticia tn ON tn.tag_id = t.id
+            JOIN traducciones tr ON tn.traduccion_id = tr.id
+            WHERE t.tipo = 'organizacion'
+              AND tr.created_at >= NOW() - INTERVAL '30 days'
+            GROUP BY t.valor
+            ORDER BY menciones DESC
+            LIMIT 50
+        """
+        params = ()
+
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute(query, params)
+            rows = cur.fetchall()
+    
+    normalized_rows = aggregate_normalized_entities(rows, entity_type='organizacion')
+    
+    # Enrich with Wikipedia Images
+    from concurrent.futures import ThreadPoolExecutor
+    from utils.wiki import fetch_wiki_data
+
+    images = []
+    summaries = []
+    
+    def get_info_safe(name):
+        try:
+            return fetch_wiki_data(name)
+        except Exception:
+            return None, None
+
+    if normalized_rows:
+        names = [row[0] for row in normalized_rows]
+        with ThreadPoolExecutor(max_workers=10) as executor:
+            results = list(executor.map(get_info_safe, names))
+            for img, smry in results:
+                images.append(img)
+                summaries.append(smry)
+
+    result = {
+        "labels": [row[0] for row in normalized_rows],
+        "data": [row[1] for row in normalized_rows],
+        "images": images,
+        "summaries": summaries
+    }
+    
+    cache_set(cache_key, result, ttl_seconds=600)
+    return jsonify(result)
+
+
+@stats_bp.route("/api/entities/places")
+def entities_places():
+    """Top mentioned places, optionally filtered by country."""
+    from flask import request
+    from cache import cache_get, cache_set
+    
+    country_filter = request.args.get("country")
+    
+    try:
+        config_mtime = os.path.getmtime(CONFIG_FILE)
+    except OSError:
+        config_mtime = 0
+        
+    cache_key = f"entities:places:{country_filter}:{config_mtime}"
+    
+    cached_data = cache_get(cache_key)
+    if cached_data:
+        return jsonify(cached_data)
+
+    if country_filter and country_filter != 'global':
+        query = """
+            SELECT t.valor, COUNT(*) as menciones
+            FROM tags t
+            JOIN tags_noticia tn ON tn.tag_id = t.id
+            JOIN traducciones tr ON tn.traduccion_id = tr.id
+            JOIN noticias n ON tr.noticia_id = n.id
+            WHERE t.tipo = 'lugar'
+              AND tr.created_at >= NOW() - INTERVAL '30 days'
+              AND n.pais_id = (SELECT id FROM paises WHERE nombre ILIKE %s LIMIT 1)
+              AND n.pais_id != (SELECT id FROM paises WHERE nombre = 'España')
+            GROUP BY t.valor
+            ORDER BY menciones DESC
+            LIMIT 50
+        """
+        params = (country_filter,)
+    else:
+        query = """
+            SELECT t.valor, COUNT(*) as menciones
+            FROM tags t
+            JOIN tags_noticia tn ON tn.tag_id = t.id
+            JOIN traducciones tr ON tn.traduccion_id = tr.id
+            JOIN noticias n ON tr.noticia_id = n.id
+            WHERE t.tipo = 'lugar'
+              AND tr.created_at >= NOW() - INTERVAL '30 days'
+              AND n.pais_id != (SELECT id FROM paises WHERE nombre = 'España')
+            GROUP BY t.valor
+            ORDER BY menciones DESC
+            LIMIT 50
+        """
+        params = ()
+
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute(query, params)
+            rows = cur.fetchall()
+            
+    # Normalize
+    normalized_rows = aggregate_normalized_entities(rows, entity_type='lugar')
+            
+    # Enrich with Wikipedia Images
+    from concurrent.futures import ThreadPoolExecutor
+    from utils.wiki import fetch_wiki_data
+
+    images = []
+    summaries = []
+    
+    def get_info_safe(name):
+        try:
+            return fetch_wiki_data(name)
+        except Exception:
+            return None, None
+
+    if normalized_rows:
+        names = [row[0] for row in normalized_rows]
+        with ThreadPoolExecutor(max_workers=10) as executor:
+            results = list(executor.map(get_info_safe, names))
+            for img, smry in results:
+                images.append(img)
+                summaries.append(smry)
+
+    result = {
+        "labels": [row[0] for row in normalized_rows],
+        "data": [row[1] for row in normalized_rows],
+        "images": images,
+        "summaries": summaries
+    }
+    
+    cache_set(cache_key, result, ttl_seconds=600)
+    return jsonify(result)
diff --git a/routers/topics.py b/routers/topics.py
new file mode 100644
index 0000000..7ac6a09
--- /dev/null
+++ b/routers/topics.py
@@ -0,0 +1,81 @@
+from flask import Blueprint, render_template, request
+from db import get_read_conn
+from psycopg2 import extras
+import datetime
+
+topics_bp = Blueprint("topics", __name__, url_prefix="/topics")
+
+@topics_bp.route("/")
+def monitor():
+    # Monitor de Impacto por País
+    days = int(request.args.get("days", 3))
+    
+    with get_read_conn() as conn, conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        # Ranking de Países por "Calor" (Suma de scores de noticias recientes)
+        cur.execute("""
+            SELECT p.id, p.nombre, 
+                   COUNT(DISTINCT n.id) as news_count,
+                   SUM(nt.score) as total_impact
+            FROM paises p
+            JOIN noticias n ON n.pais_id = p.id
+            JOIN news_topics nt ON nt.noticia_id = n.id
+            WHERE n.fecha > NOW() - INTERVAL '%s days'
+            GROUP BY p.id, p.nombre
+            HAVING SUM(nt.score) > 0
+            ORDER BY total_impact DESC
+            LIMIT 50;
+        """, (days,))
+        countries = cur.fetchall()
+        
+    return render_template("monitor_list.html", countries=countries, days=days)
+
+@topics_bp.route("/country/<int:pais_id>")
+def country_detail(pais_id):
+    days = int(request.args.get("days", 3))
+    
+    with get_read_conn() as conn, conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        # Info País
+        cur.execute("SELECT * FROM paises WHERE id = %s", (pais_id,))
+        pais = cur.fetchone()
+        
+        if not pais:
+            return "País no encontrado", 404
+            
+        # Top Noticias de Impacto (Últimos días)
+        # News with their highest topic score sum
+        cur.execute("""
+            SELECT n.id, 
+                   COALESCE(t.titulo_trad, n.titulo) as titulo, 
+                   COALESCE(t.resumen_trad, n.resumen) as resumen, 
+                   n.fecha, n.imagen_url, n.fuente_nombre, n.url,
+                   SUM(nt.score) as impact_score
+            FROM noticias n
+            JOIN news_topics nt ON nt.noticia_id = n.id
+            LEFT JOIN traducciones t ON t.noticia_id = n.id AND t.lang_to = 'es' AND t.status = 'done'
+            WHERE n.pais_id = %s
+              AND n.fecha > NOW() - INTERVAL '%s days'
+            GROUP BY n.id, n.titulo, n.resumen, n.fecha, n.imagen_url, n.fuente_nombre, n.url, t.titulo_trad, t.resumen_trad
+            ORDER BY impact_score DESC
+            LIMIT 20;
+        """, (pais_id, days))
+        top_news = cur.fetchall()
+        
+        # Temas Activos en este País
+        cur.execute("""
+            SELECT t.name, SUM(nt.score) as topic_volume
+            FROM topics t
+            JOIN news_topics nt ON nt.topic_id = t.id
+            JOIN noticias n ON n.id = nt.noticia_id
+            WHERE n.pais_id = %s
+              AND n.fecha > NOW() - INTERVAL '%s days'
+            GROUP BY t.id, t.name
+            ORDER BY topic_volume DESC
+            LIMIT 10;
+        """, (pais_id, days))
+        active_topics = cur.fetchall()
+        
+    return render_template("monitor_detail.html", 
+                         pais=pais, 
+                         news=top_news, 
+                         active_topics=active_topics,
+                         days=days)
diff --git a/routers/traducciones.py b/routers/traducciones.py
new file mode 100644
index 0000000..0dab053
--- /dev/null
+++ b/routers/traducciones.py
@@ -0,0 +1,59 @@
+from flask import Blueprint, render_template, request
+from db import get_read_conn
+
+traducciones_bp = Blueprint("traducciones", __name__)
+
+
+@traducciones_bp.route("/traducciones")
+def ultimas_traducciones():
+    """Muestra las últimas noticias traducidas."""
+    page = max(int(request.args.get("page", 1)), 1)
+    per_page = min(max(int(request.args.get("per_page", 20)), 10), 100)
+    offset = (page - 1) * per_page
+
+    with get_read_conn() as conn:
+        conn.autocommit = True
+        with conn.cursor() as cur:
+            # Total count
+            cur.execute("""
+                SELECT COUNT(*) FROM traducciones WHERE status = 'done'
+            """)
+            total = cur.fetchone()[0]
+
+            # Fetch latest translations
+            cur.execute("""
+                SELECT 
+                    t.id,
+                    t.noticia_id,
+                    t.titulo_trad,
+                    t.resumen_trad,
+                    t.lang_from,
+                    t.lang_to,
+                    t.created_at AS updated_at,
+                    n.url AS link,
+                    n.imagen_url AS imagen,
+                    n.fuente_nombre AS feed_nombre,
+                    c.nombre AS categoria_nombre,
+                    p.nombre AS pais_nombre
+                FROM traducciones t
+                JOIN noticias n ON n.id = t.noticia_id
+                LEFT JOIN categorias c ON c.id = n.categoria_id
+                LEFT JOIN paises p ON p.id = n.pais_id
+                WHERE t.status = 'done'
+                ORDER BY t.created_at DESC
+                LIMIT %s OFFSET %s
+            """, (per_page, offset))
+            
+            columns = [desc[0] for desc in cur.description]
+            traducciones = [dict(zip(columns, row)) for row in cur.fetchall()]
+
+    total_pages = (total + per_page - 1) // per_page
+
+    return render_template(
+        "traducciones.html",
+        traducciones=traducciones,
+        page=page,
+        per_page=per_page,
+        total=total,
+        total_pages=total_pages,
+    )
diff --git a/routers/urls.py b/routers/urls.py
new file mode 100644
index 0000000..63e89f7
--- /dev/null
+++ b/routers/urls.py
@@ -0,0 +1,81 @@
+from flask import Blueprint, render_template, request, redirect, flash, url_for
+from psycopg2 import extras
+from db import get_conn
+from models.categorias import get_categorias
+from models.paises import get_paises
+
+urls_bp = Blueprint("urls", __name__, url_prefix="/urls")
+
+
+@urls_bp.route("/")
+def manage_urls():
+    with get_conn() as conn, conn.cursor(cursor_factory=extras.DictCursor) as cur:
+        cur.execute(
+            """
+            SELECT fu.id, fu.nombre, fu.url,
+                   c.nombre AS categoria,
+                   p.nombre AS pais,
+                   fu.idioma,
+                   fu.last_check,
+                   fu.last_status,
+                   fu.status_message,
+                   fu.last_http_code,
+                   COALESCE((
+                       SELECT COUNT(*)
+                       FROM noticias n
+                       JOIN feeds f ON n.fuente_nombre = f.nombre
+                       WHERE f.fuente_url_id = fu.id
+                   ), 0) as noticias_count
+            FROM fuentes_url fu
+            LEFT JOIN categorias c ON c.id=fu.categoria_id
+            LEFT JOIN paises p ON p.id=fu.pais_id
+            ORDER BY fu.nombre;
+            """
+        )
+        fuentes = cur.fetchall()
+
+    return render_template("urls_list.html", fuentes=fuentes)
+
+
+@urls_bp.route("/add_source", methods=["GET", "POST"])
+def add_url_source():
+    with get_conn() as conn:
+        categorias = get_categorias(conn)
+        paises = get_paises(conn)
+
+        if request.method == "POST":
+            nombre = request.form.get("nombre")
+            url = request.form.get("url")
+            categoria_id = request.form.get("categoria_id")
+            pais_id = request.form.get("pais_id")
+            idioma = (request.form.get("idioma", "es") or "es").strip().lower()[:2]
+
+            try:
+                with conn.cursor() as cur:
+                    cur.execute(
+                        """
+                        INSERT INTO fuentes_url (nombre, url, categoria_id, pais_id, idioma)
+                        VALUES (%s, %s, %s, %s, %s)
+                        ON CONFLICT (url) DO UPDATE
+                           SET nombre=EXCLUDED.nombre,
+                               categoria_id=EXCLUDED.categoria_id,
+                               pais_id=EXCLUDED.pais_id,
+                               idioma=EXCLUDED.idioma;
+                        """,
+                        (
+                            nombre,
+                            url,
+                            int(categoria_id) if categoria_id else None,
+                            int(pais_id) if pais_id else None,
+                            idioma,
+                        ),
+                    )
+                conn.commit()
+                flash("Fuente añadida/actualizada.", "success")
+                return redirect(url_for("urls.manage_urls"))
+
+            except Exception as e:
+                flash(f"Error: {e}", "error")
+
+    return render_template("add_url_source.html", categorias=categorias, paises=paises)
+
diff --git a/rss-ingestor-go/Dockerfile b/rss-ingestor-go/Dockerfile
new file mode 100644
index 0000000..04ef5e7
--- /dev/null
+++ b/rss-ingestor-go/Dockerfile
@@ -0,0 +1,28 @@
+# Build stage
+FROM golang:1.21-alpine AS builder
+
+WORKDIR /app
+
+# Install git and SSL certs
+RUN apk add --no-cache git ca-certificates
+
+# Copy source code immediately
+COPY . .
+
+# Download dependencies
+RUN go mod tidy && go mod download
+
+# Build the Go app
+RUN CGO_ENABLED=0 GOOS=linux go build -a -installsuffix cgo -o rss-ingestor .
+
+# Final stage
+FROM alpine:latest  
+
+WORKDIR /root/
+
+# Copy the Pre-built binary file from the previous stage
+COPY --from=builder /app/rss-ingestor .
+COPY --from=builder /etc/ssl/certs/ca-certificates.crt /etc/ssl/certs/
+
+# Command to run the executable
+CMD ["./rss-ingestor"]
diff --git a/rss-ingestor-go/go.mod b/rss-ingestor-go/go.mod
new file mode 100644
index 0000000..37120ee
--- /dev/null
+++ b/rss-ingestor-go/go.mod
@@ -0,0 +1,8 @@
+module rss-ingestor-go
+
+go 1.21
+
+require (
+	github.com/lib/pq v1.10.9
+	github.com/mmcdole/gofeed v1.2.1
+)
diff --git a/rss-ingestor-go/main.go b/rss-ingestor-go/main.go
new file mode 100644
index 0000000..734fb78
--- /dev/null
+++ b/rss-ingestor-go/main.go
@@ -0,0 +1,458 @@
+package main
+
+import (
+	"crypto/md5"
+	"database/sql"
+	"encoding/hex"
+	"fmt"
+	"log"
+	"net/http"
+	"os"
+	"strconv"
+	"strings"
+	"sync"
+	"time"
+
+	"github.com/lib/pq"
+	"github.com/mmcdole/gofeed"
+)
+
+// Config holds the configuration loaded from environment variables
+type Config struct {
+	DBHost       string
+	DBPort       string
+	DBUser       string
+	DBPass       string
+	DBName       string
+	MaxWorkers   int
+	MaxFailures  int
+	PokeInterval time.Duration
+	FeedTimeout  int
+}
+
+// Feed represents a row in the feeds table
+type Feed struct {
+	ID           int
+	Nombre       string
+	URL          string
+	CategoriaID  sql.NullInt64
+	PaisID       sql.NullInt64
+	LastEtag     sql.NullString
+	LastModified sql.NullString
+	Fallos       int
+}
+
+// Noticia represents a news item to be inserted
+type Noticia struct {
+	ID           string
+	Titulo       string
+	Resumen      string
+	URL          string
+	Fecha        time.Time
+	ImagenURL    string
+	FuenteNombre string
+	CategoriaID  sql.NullInt64
+	PaisID       sql.NullInt64
+}
+
+var (
+	db     *sql.DB
+	config Config
+)
+
+func loadConfig() {
+	config = Config{
+		DBHost:       getEnv("DB_HOST", "localhost"),
+		DBPort:       getEnv("DB_PORT", "5432"),
+		DBUser:       getEnv("DB_USER", "rss"),
+		DBPass:       getEnv("DB_PASS", "x"),
+		DBName:       getEnv("DB_NAME", "rss"),
+		MaxWorkers:   getEnvInt("RSS_MAX_WORKERS", 20), // Default to higher concurrency in Go
+		MaxFailures:  getEnvInt("RSS_MAX_FAILURES", 10),
+		PokeInterval: time.Duration(getEnvInt("RSS_POKE_INTERVAL_MIN", 8)) * time.Minute,
+		FeedTimeout:  getEnvInt("RSS_FEED_TIMEOUT", 60),
+	}
+}
+
+func getEnv(key, fallback string) string {
+	if value, ok := os.LookupEnv(key); ok {
+		return value
+	}
+	return fallback
+}
+
+func getEnvInt(key string, fallback int) int {
+	strValue := getEnv(key, "")
+	if strValue == "" {
+		return fallback
+	}
+	val, err := strconv.Atoi(strValue)
+	if err != nil {
+		return fallback
+	}
+	return val
+}
+
+func initDB() {
+	connStr := fmt.Sprintf("host=%s port=%s user=%s password=%s dbname=%s sslmode=disable",
+		config.DBHost, config.DBPort, config.DBUser, config.DBPass, config.DBName)
+	var err error
+	db, err = sql.Open("postgres", connStr)
+	if err != nil {
+		log.Fatalf("Error opening DB: %v", err)
+	}
+
+	db.SetMaxOpenConns(config.MaxWorkers + 5)
+	db.SetMaxIdleConns(config.MaxWorkers)
+	db.SetConnMaxLifetime(5 * time.Minute)
+
+	if err = db.Ping(); err != nil {
+		log.Fatalf("Error connecting to DB: %v", err)
+	}
+	log.Println("Database connection established")
+}
+
+func getActiveFeeds() ([]Feed, error) {
+	query := `
+		SELECT id, nombre, url, categoria_id, pais_id, last_etag, last_modified, COALESCE(fallos, 0)
+		FROM feeds
+		WHERE activo = TRUE AND (fallos IS NULL OR fallos < $1)
+		ORDER BY id
+	`
+	rows, err := db.Query(query, config.MaxFailures)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	var feeds []Feed
+	for rows.Next() {
+		var f Feed
+		if err := rows.Scan(&f.ID, &f.Nombre, &f.URL, &f.CategoriaID, &f.PaisID, &f.LastEtag, &f.LastModified, &f.Fallos); err != nil {
+			log.Printf("Error scanning feed: %v", err)
+			continue
+		}
+		feeds = append(feeds, f)
+	}
+	return feeds, nil
+}
+
+func generateID(link string) string {
+	hash := md5.Sum([]byte(link))
+	return hex.EncodeToString(hash[:])
+}
+
+// CleanHTML removes generic HTML tags to store plain text summary
+func cleanHTML(input string) string {
+	// Simple harvester, real cleaning might need a library like bluemonday if strict security needed,
+	// but here we just want to strip tags roughly for the 'resumen' field if it's too raw.
+	// For now, we will trust the database or frontend to handle rendering/sanitization,
+	// or perform a simple strip.
+	// NOTE: The python version used BeautifulSoup. In Go, we can use 'bluemonday' or just simple replacements.
+	// To keep dependencies low for this snippet, sending as is, but stripping major noise if needed.
+	return strings.TrimSpace(input)
+}
+
+func extractImage(item *gofeed.Item) string {
+	if item.Image != nil && item.Image.URL != "" {
+		return item.Image.URL
+	}
+	if len(item.Enclosures) > 0 {
+		for _, enc := range item.Enclosures {
+			if strings.HasPrefix(enc.Type, "image/") {
+				return enc.URL
+			}
+		}
+	}
+	// Try extensions
+	if ex, ok := item.Extensions["media"]; ok {
+		if content, ok := ex["content"]; ok {
+			for _, c := range content {
+				if url, ok := c.Attrs["url"]; ok {
+					return url
+				}
+			}
+		}
+		if thumb, ok := ex["thumbnail"]; ok {
+			for _, c := range thumb {
+				if url, ok := c.Attrs["url"]; ok {
+					return url
+				}
+			}
+		}
+	}
+	return ""
+}
+
+func processFeed(fp *gofeed.Parser, feed Feed, results chan<- int) {
+	// Configure custom HTTP client with timeout and User-Agent
+	client := &http.Client{
+		Timeout: time.Duration(config.FeedTimeout) * time.Second,
+	}
+	
+	// Create request to set User-Agent
+	req, err := http.NewRequest("GET", feed.URL, nil)
+	if err != nil {
+		log.Printf("[Feed %d] Error creating request: %v", feed.ID, err)
+		updateFeedStatus(feed.ID, "", "", false, err.Error())
+		results <- 0
+		return
+	}
+	req.Header.Set("User-Agent", "RSS2-Ingestor-Go/1.0")
+
+	// NOTE: We INTENTIONALLY SKIP ETag/Last-Modified headers based on user issues
+	// If needed in future, uncomment:
+	// if feed.LastEtag.Valid { req.Header.Set("If-None-Match", feed.LastEtag.String) }
+	// if feed.LastModified.Valid { req.Header.Set("If-Modified-Since", feed.LastModified.String) }
+
+	resp, err := client.Do(req)
+	if err != nil {
+		log.Printf("[Feed %d] Error fetching: %v", feed.ID, err)
+		updateFeedStatus(feed.ID, "", "", false, err.Error())
+		results <- 0
+		return
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode == 304 {
+		log.Printf("[Feed %d] Not Modified (304)", feed.ID)
+		// Update timestamp only? Or keep as is.
+		updateFeedStatus(feed.ID, feed.LastEtag.String, feed.LastModified.String, true, "")
+		results <- 0
+		return
+	}
+
+	if resp.StatusCode < 200 || resp.StatusCode >= 300 {
+		errMsg := fmt.Sprintf("HTTP %d", resp.StatusCode)
+		log.Printf("[Feed %d] Error: %s", feed.ID, errMsg)
+		updateFeedStatus(feed.ID, "", "", false, errMsg)
+		results <- 0
+		return
+	}
+
+	parsedFeed, err := fp.Parse(resp.Body)
+	if err != nil {
+		log.Printf("[Feed %d] Parser Error: %v", feed.ID, err)
+		updateFeedStatus(feed.ID, "", "", false, err.Error())
+		results <- 0
+		return
+	}
+
+	// Prepare news items
+	var noticias []Noticia
+	for _, item := range parsedFeed.Items {
+		if item.Link == "" {
+			continue
+		}
+		
+		pubDate := time.Now()
+		if item.PublishedParsed != nil {
+			pubDate = *item.PublishedParsed
+		} else if item.UpdatedParsed != nil {
+			pubDate = *item.UpdatedParsed
+		}
+
+		// HTML cleanup simply takes Description or Content
+		resumen := item.Description
+		if resumen == "" {
+			resumen = item.Content
+		}
+		
+		noticia := Noticia{
+			ID:           generateID(item.Link),
+			Titulo:       item.Title,
+			Resumen:      cleanHTML(resumen),
+			URL:          item.Link,
+			Fecha:        pubDate,
+			ImagenURL:    extractImage(item),
+			FuenteNombre: feed.Nombre,
+			CategoriaID:  feed.CategoriaID,
+			PaisID:       feed.PaisID,
+		}
+		noticias = append(noticias, noticia)
+	}
+
+	inserted := insertNoticias(noticias)
+	
+	// Get new headers
+	newEtag := resp.Header.Get("ETag")
+	newModified := resp.Header.Get("Last-Modified")
+
+	updateFeedStatus(feed.ID, newEtag, newModified, true, "")
+	
+	if inserted > 0 {
+		log.Printf("[Feed %d] Inserted %d new items", feed.ID, inserted)
+	}
+	results <- inserted
+}
+
+func insertNoticias(noticias []Noticia) int {
+	if len(noticias) == 0 {
+		return 0
+	}
+
+	// Using COPY for bulk insert is most efficient, but complexity with handling conflicts
+	// "ON CONFLICT DO NOTHING" works best with normal INSERT.
+	// For simplicity and correctness with "ON CONFLICT", we use transaction and prepared statement.
+	// For very high performance, we could channel all to a batch writer. 
+	// Given 1400 feeds, batch of 10-20 items per feed, standard Insert is okay if parallelized.
+	
+	txn, err := db.Begin()
+	if err != nil {
+		log.Printf("Error beginning txn: %v", err)
+		return 0
+	}
+	defer txn.Rollback()
+
+	stmt, err := txn.Prepare(pq.CopyIn("noticias", "id", "titulo", "resumen", "url", "fecha", "imagen_url", "fuente_nombre", "categoria_id", "pais_id"))
+	if err != nil {
+		// Fallback to individual inserts if CopyIn is too complex with ON CONFLICT (CopyIn doesn't support ON CONFLICT natively easily without temp tables)
+		// Let's use multi-row INSERT with ON CONFLICT.
+		return insertNoticiasWithConflict(noticias)
+	}
+	defer stmt.Close()
+	
+	// WAIT. lib/pq CopyIn does NOT support ON CONFLICT DO NOTHING.
+	// It will fail if duplicates exist. Since we expect duplicates (RSS feeds repeat items),
+	// CopyIn is risky directly into main table.
+	// Strategy: Use INSERT ... ON CONFLICT DO NOTHING with unnest or VALUES.
+	return insertNoticiasWithConflict(noticias)
+}
+
+func insertNoticiasWithConflict(noticias []Noticia) int {
+	// Efficient bulk insert for Postgres using unnest
+	// Or standard multi-value insert.
+	
+	count := 0
+	// Chunking to avoid parameter limit (65535)
+	chunkSize := 500
+	for i := 0; i < len(noticias); i += chunkSize {
+		end := i + chunkSize
+		if end > len(noticias) {
+			end = len(noticias)
+		}
+		chunk := noticias[i:end]
+		
+		placeholders := []string{}
+		vals := []interface{}{}
+		
+		for j, n := range chunk {
+			offset := j * 9
+			placeholders = append(placeholders, fmt.Sprintf("($%d, $%d, $%d, $%d, $%d, $%d, $%d, $%d, $%d)", 
+				offset+1, offset+2, offset+3, offset+4, offset+5, offset+6, offset+7, offset+8, offset+9))
+			
+			vals = append(vals, n.ID, n.Titulo, n.Resumen, n.URL, n.Fecha, n.ImagenURL, n.FuenteNombre, n.CategoriaID, n.PaisID)
+		}
+		
+		query := fmt.Sprintf(`
+			INSERT INTO noticias (id, titulo, resumen, url, fecha, imagen_url, fuente_nombre, categoria_id, pais_id)
+			VALUES %s
+			ON CONFLICT (url) DO NOTHING
+		`, strings.Join(placeholders, ","))
+
+		res, err := db.Exec(query, vals...)
+		if err != nil {
+			log.Printf("Batch insert error: %v", err)
+			continue
+		}
+		
+		rowsAff, _ := res.RowsAffected()
+		count += int(rowsAff)
+	}
+	return count
+}
+
+func updateFeedStatus(id int, etag, modified string, success bool, lastError string) {
+	var query string
+	var args []interface{}
+
+	if success {
+		query = `UPDATE feeds SET fallos = 0, last_etag = $1, last_modified = $2, last_error = NULL WHERE id = $3`
+		args = []interface{}{etag, modified, id}
+	} else {
+		// Increment failure count
+		query = `
+			UPDATE feeds 
+			SET fallos = COALESCE(fallos, 0) + 1, 
+			    last_error = $1,
+				activo = CASE WHEN COALESCE(fallos, 0) + 1 >= $2 THEN FALSE ELSE activo END
+			WHERE id = $3`
+		args = []interface{}{lastError, config.MaxFailures, id}
+	}
+	
+	_, err := db.Exec(query, args...)
+	if err != nil {
+		log.Printf("Error updating feed %d status: %v", id, err)
+	}
+}
+
+func ingestCycle() {
+	log.Println("Starting Ingestion Cycle...")
+	start := time.Now()
+
+	feeds, err := getActiveFeeds()
+	if err != nil {
+		log.Printf("Error getting feeds: %v", err)
+		return
+	}
+
+	if len(feeds) == 0 {
+		log.Println("No active feeds found.")
+		return
+	}
+
+	log.Printf("Processing %d feeds with %d workers...", len(feeds), config.MaxWorkers)
+
+	jobs := make(chan Feed, len(feeds))
+	results := make(chan int, len(feeds))
+
+	// Start workers
+	var wg sync.WaitGroup
+	for w := 0; w < config.MaxWorkers; w++ {
+		wg.Add(1)
+		go func() {
+			defer wg.Done()
+			fp := gofeed.NewParser()
+			for feed := range jobs {
+				processFeed(fp, feed, results)
+			}
+		}()
+	}
+
+	// Send jobs
+	for _, f := range feeds {
+		jobs <- f
+	}
+	close(jobs)
+
+	// Wait for workers in background to close results when done
+	go func() {
+		wg.Wait()
+		close(results)
+	}()
+
+	// Count results
+	totalNew := 0
+	for inserted := range results {
+		totalNew += inserted
+	}
+
+	duration := time.Since(start)
+	log.Printf("Ingestion Cycle Complete. Processed %d feeds in %v. New items: %d", len(feeds), duration, totalNew)
+}
+
+func main() {
+	loadConfig()
+	initDB()
+	
+	// Run immediately on start
+	ingestCycle()
+
+	// Scheduler loop
+	ticker := time.NewTicker(config.PokeInterval)
+	defer ticker.Stop()
+
+	for range ticker.C {
+		ingestCycle()
+	}
+}
diff --git a/rss-web-go/Dockerfile b/rss-web-go/Dockerfile
new file mode 100644
index 0000000..a38d563
--- /dev/null
+++ b/rss-web-go/Dockerfile
@@ -0,0 +1,27 @@
+FROM golang:1.21-alpine AS builder
+
+WORKDIR /app
+
+# Install git 
+RUN apk add --no-cache git
+
+# Copy files
+COPY . .
+
+# Download dependencies
+RUN go mod tidy && go mod download
+
+# Build
+RUN CGO_ENABLED=0 GOOS=linux go build -o rss-web .
+
+# Final stage
+FROM alpine:latest  
+WORKDIR /root/
+COPY --from=builder /app/rss-web .
+
+# Copy static assets and templates manually for now (assuming context is root)
+# In docker-compose we will mount volumes or copy them
+# COPY templates ./templates
+# COPY static ./static
+
+CMD ["./rss-web"]
diff --git a/rss-web-go/go.mod b/rss-web-go/go.mod
new file mode 100644
index 0000000..89d6c16
--- /dev/null
+++ b/rss-web-go/go.mod
@@ -0,0 +1,9 @@
+module rss-web-go
+
+go 1.21
+
+require (
+	github.com/gin-gonic/gin v1.9.1
+	github.com/lib/pq v1.10.9
+	github.com/joho/godotenv v1.5.1
+)
diff --git a/rss-web-go/main.go b/rss-web-go/main.go
new file mode 100644
index 0000000..a57dc1e
--- /dev/null
+++ b/rss-web-go/main.go
@@ -0,0 +1,108 @@
+package main
+
+import (
+	"database/sql"
+	"fmt"
+	"log"
+	"os"
+	"html/template"
+	"time"
+
+	"github.com/gin-gonic/gin"
+	_ "github.com/lib/pq"
+)
+
+var db *sql.DB
+
+func initDB() {
+	connStr := fmt.Sprintf("host=%s port=%s user=%s password=%s dbname=%s sslmode=disable",
+		os.Getenv("DB_HOST"), os.Getenv("DB_PORT"), os.Getenv("DB_USER"), os.Getenv("DB_PASS"), os.Getenv("DB_NAME"))
+	
+	var err error
+	db, err = sql.Open("postgres", connStr)
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	db.SetMaxOpenConns(25)
+	db.SetMaxIdleConns(25)
+	db.SetConnMaxLifetime(5 * time.Minute)
+
+	if err = db.Ping(); err != nil {
+		log.Fatalf("Cannot connect to DB: %v", err)
+	}
+	log.Println("Connected to Database")
+}
+
+// Template Functions (to replace Jinja filters)
+var funcMap = template.FuncMap{
+	"safe_html": func(s string) template.HTML {
+		return template.HTML(s)
+	},
+	"format_date": func(t time.Time) string {
+		return t.Format("02/01/2006")
+	},
+	"country_flag": func(code string) string {
+		// Placeholder logic, real logic needs country mapping
+		return "🏳️"
+	},
+}
+
+func main() {
+	// Debug mode for now
+	gin.SetMode(gin.DebugMode)
+
+	initDB()
+
+	r := gin.Default()
+
+	// Load Templates with FuncMap
+	// We need to support the template structure.
+	// For now, let's try to load them directly, but likely we need to adapt syntax.
+	// r.SetFuncMap(funcMap)
+	// r.LoadHTMLGlob("templates/*") 
+
+	// Static Files
+	r.Static("/static", "./static")
+
+	// Routes
+	r.GET("/", homeHandler)
+	r.GET("/health", func(c *gin.Context) {
+		c.JSON(200, gin.H{"status": "ok", "engine": "golang"})
+	})
+
+	port := os.Getenv("PORT")
+	if port == "" {
+		port = "8001"
+	}
+
+	log.Printf("Starting Server on port %s", port)
+	if err := r.Run("0.0.0.0:" + port); err != nil {
+		log.Fatalf("Server failed to start: %v", err)
+	}
+}
+
+func homeHandler(c *gin.Context) {
+	// Simple query for testing connectivity
+	rows, err := db.Query("SELECT titulo, url FROM noticias ORDER BY fecha DESC LIMIT 10")
+	if err != nil {
+		c.String(500, "DB Error: %v", err)
+		return
+	}
+	defer rows.Close()
+
+	var news []map[string]string
+	for rows.Next() {
+		var titulo, url string
+		if err := rows.Scan(&titulo, &url); err != nil {
+			continue
+		}
+		news = append(news, map[string]string{"titulo": titulo, "url": url})
+	}
+
+	// For now, return JSON to prove it works before porting the complex HTML
+	c.JSON(200, gin.H{
+		"message": "Welcome to RSS2 Go Web Server",
+		"news": news,
+	})
+}
diff --git a/scheduler.py b/scheduler.py
new file mode 100644
index 0000000..f84f801
--- /dev/null
+++ b/scheduler.py
@@ -0,0 +1,87 @@
+import time
+import logging
+import atexit
+from datetime import datetime, timedelta
+import sys
+
+from apscheduler.schedulers.background import BackgroundScheduler
+
+# Carga de la app Flask
+from app import app
+
+# Import correcto de operaciones de traduccion
+from translation_ops import run_producer_cycle
+
+
+logging.basicConfig(
+    stream=sys.stdout,
+    level=logging.INFO,
+    format='[%(asctime)s] %(levelname)s in %(module)s: %(message)s'
+)
+
+scheduler = BackgroundScheduler(
+    daemon=True,
+    timezone="UTC"
+)
+
+
+def shutdown_scheduler():
+    """Detiene el planificador al salir del proceso de forma segura."""
+    try:
+        if scheduler.running:
+            scheduler.shutdown(wait=False)
+            logging.info("Scheduler detenido correctamente.")
+    except Exception as e:
+        logging.error(f"Error al detener el scheduler: {e}")
+
+
+# Registrar apagado limpio
+atexit.register(shutdown_scheduler)
+
+
+if __name__ == "__main__":
+
+    # Entrar al contexto de Flask (necesario para partes del proyecto)
+    with app.app_context():
+        try:
+            # Job 1: RSS Fetching -> MOVIDO A GO (rss-ingestor-go)
+            # Este scheduler ya no maneja la ingesta de noticias.
+
+            # Job 2: Translation Producer
+            scheduler.add_job(
+                run_producer_cycle,
+                trigger="interval",
+                minutes=1,
+                id="translation_producer_job",
+                next_run_time=datetime.utcnow() + timedelta(seconds=5),
+                max_instances=1,
+                coalesce=True,
+            )
+
+            # Job 3: Precache Entities
+            from scripts.precache_entities import run_precache
+            scheduler.add_job(
+                run_precache,
+                trigger="interval",
+                hours=6,
+                id="precache_entities_job",
+                next_run_time=datetime.utcnow() + timedelta(seconds=20),
+                max_instances=1,
+                coalesce=True,
+            )
+
+            scheduler.start()
+            logging.info("Scheduler iniciado correctamente.")
+            logging.info("Tareas activas: translation_producer_job, precache_entities_job")
+
+        except Exception as e:
+            logging.exception(f"Error inicializando el scheduler: {e}")
+            sys.exit(1)
+
+    # Mantener proceso vivo (necesario para Docker)
+    try:
+        while True:
+            time.sleep(60)
+
+    except (KeyboardInterrupt, SystemExit):
+        logging.info("Apagando el scheduler worker...")
diff --git a/scripts/clean_unk_tokens.py b/scripts/clean_unk_tokens.py
new file mode 100644
index 0000000..75d7af3
--- /dev/null
+++ b/scripts/clean_unk_tokens.py
@@ -0,0 +1,67 @@
+#!/usr/bin/env python3
+"""
+Script para limpiar caracteres <unk> de las traducciones.
+"""
+import re
+from db import get_conn
+
+def clean_text(text):
+    """Remove <unk> tokens and other problematic characters."""
+    if not text:
+        return text
+    # Remove <unk> tokens
+    text = text.replace('<unk>', '')
+    text = text.replace('�', '')
+    # Remove other problematic Unicode characters
+    text = re.sub(r'[\x00-\x08\x0B-\x0C\x0E-\x1F\x7F-\x9F]', '', text)
+    return text.strip()
+
+def main():
+    """Clean all translations with <unk> tokens."""
+    print("🧹 Limpiando tokens <unk> de traducciones...")
+    
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            # Find translations with <unk> tokens
+            cur.execute("""
+                SELECT id, titulo_trad, resumen_trad
+                FROM traducciones
+                WHERE titulo_trad LIKE '%<unk>%' 
+                   OR resumen_trad LIKE '%<unk>%' 
+                   OR titulo_trad LIKE '%�%'
+                   OR resumen_trad LIKE '%�%'
+            """)
+            
+            translations = cur.fetchall()
+            print(f"📊 Encontradas {len(translations)} traducciones con tokens problemáticos")
+            
+            if not translations:
+                print("✅ No hay traducciones que limpiar")
+                return
+            
+            updated_count = 0
+            for row in translations:
+                tr_id, titulo, resumen = row
+                
+                # Clean the fields
+                new_titulo = clean_text(titulo) if titulo else titulo
+                new_resumen = clean_text(resumen) if resumen else resumen
+                
+                # Update only if something changed
+                if new_titulo != titulo or new_resumen != resumen:
+                    cur.execute("""
+                        UPDATE traducciones
+                        SET titulo_trad = %s,
+                            resumen_trad = %s
+                        WHERE id = %s
+                    """, (new_titulo, new_resumen, tr_id))
+                    updated_count += 1
+                    
+                    if updated_count % 100 == 0:
+                        print(f"  ⏳ Procesadas {updated_count} traducciones...")
+            
+            conn.commit()
+            print(f"✅ Limpieza completada: {updated_count} traducciones actualizadas")
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/convert_model.sh b/scripts/convert_model.sh
new file mode 100755
index 0000000..e65484d
--- /dev/null
+++ b/scripts/convert_model.sh
@@ -0,0 +1,39 @@
+#!/bin/bash
+# Convertir modelo NLLB de HuggingFace a formato CTranslate2
+# Ejecutar una vez antes de usar el translation_worker con CTranslate2
+
+set -e
+
+MODEL=${UNIVERSAL_MODEL:-"facebook/nllb-200-distilled-600M"}
+OUTPUT_DIR=${CT2_MODEL_PATH:-"./models/nllb-ct2"}
+QUANTIZATION=${CT2_QUANTIZATION:-"int8_float16"}
+
+echo "=== Conversión de modelo NLLB a CTranslate2 ==="
+echo "Modelo origen: $MODEL"
+echo "Directorio destino: $OUTPUT_DIR"
+echo "Quantización: $QUANTIZATION"
+echo ""
+
+# Verificar que ctranslate2 está instalado
+if ! command -v ct2-transformers-converter &> /dev/null; then
+    echo "Error: ct2-transformers-converter no encontrado."
+    echo "Instala con: pip install ctranslate2"
+    exit 1
+fi
+
+# Crear directorio si no existe
+mkdir -p "$(dirname "$OUTPUT_DIR")"
+
+# Convertir el modelo
+echo "Iniciando conversión (puede tardar 5-10 minutos)..."
+ct2-transformers-converter \
+    --model "$MODEL" \
+    --output_dir "$OUTPUT_DIR" \
+    --quantization "$QUANTIZATION" \
+    --force
+
+echo ""
+echo "✓ Conversión completada: $OUTPUT_DIR"
+echo ""
+echo "Para usar el modelo, establece:"
+echo "  export CT2_MODEL_PATH=$OUTPUT_DIR"
diff --git a/scripts/crear_parrillas_ejemplo.sh b/scripts/crear_parrillas_ejemplo.sh
new file mode 100644
index 0000000..35b5b52
--- /dev/null
+++ b/scripts/crear_parrillas_ejemplo.sh
@@ -0,0 +1,77 @@
+#!/bin/bash
+# Script de ejemplo para crear parrillas de videos
+
+echo "🎬 Creando parrillas de ejemplo..."
+
+# 1. Noticias de Bulgaria
+docker-compose exec -T db psql -U rss -d rss << EOF
+INSERT INTO video_parrillas (
+    nombre, descripcion, tipo_filtro,
+    pais_id, max_noticias, duracion_maxima,
+    idioma_voz, template, include_images, include_subtitles,
+    frecuencia, activo
+) VALUES (
+    'Noticias de Bulgaria',
+    'Resumen diario de las noticias más importantes de Bulgaria',
+    'pais',
+    (SELECT id FROM paises WHERE nombre ILIKE '%bulgaria%' LIMIT 1),
+    5, 180,
+    'es', 'standard', true, true,
+    'daily', true
+) ON CONFLICT DO NOTHING;
+EOF
+
+# 2. Ciencia en Europa
+docker-compose exec -T db psql -U rss -d rss << EOF
+INSERT INTO video_parrillas (
+    nombre, descripcion, tipo_filtro,
+    categoria_id, continente_id, max_noticias,
+    idioma_voz, template, include_subtitles,
+    frecuencia, activo
+) VALUES (
+    'Ciencia en Europa',
+    'Las últimas noticias científicas de Europa',
+    'categoria',
+    (SELECT id FROM categorias WHERE nombre ILIKE '%ciencia%' LIMIT 1),
+    (SELECT id FROM continentes WHERE nombre = 'Europa' LIMIT 1),
+    7,
+    'es', 'modern', true,
+    'daily', true
+) ON CONFLICT DO NOTHING;
+EOF
+
+# 3. Tecnología Global
+docker-compose exec -T db psql -U rss -d rss << EOF
+INSERT INTO video_parrillas (
+    nombre, descripcion, tipo_filtro,
+    categoria_id, max_noticias, duracion_maxima,
+    idioma_voz, template, include_subtitles,
+    frecuencia, activo
+) VALUES (
+    'Tech News Daily',
+    'Resumen diario de tecnología mundial',
+    'categoria',
+    (SELECT id FROM categorias WHERE nombre ILIKE '%tecnolog%' LIMIT 1),
+    8, 300,
+    'es', 'modern', true,
+    'daily', true
+) ON CONFLICT DO NOTHING;
+EOF
+
+echo "✅ Parrillas creadas!"
+echo ""
+echo "📊 Ver parrillas creadas:"
+docker-compose exec -T db psql -U rss -d rss -c "
+SELECT id, nombre, tipo_filtro, max_noticias, frecuencia, activo 
+FROM video_parrillas 
+ORDER BY id DESC;
+"
+
+echo ""
+echo "🎥 Accede a la interfaz web en: http://localhost:8001/parrillas/"
+echo ""
+echo "💡 Para generar un video manualmente:"
+echo "   docker-compose exec web python generar_videos_noticias.py <id_parrilla>"
+echo ""
+echo "📅 Para generar todos los videos del día:"
+echo "   docker-compose exec web python generar_videos_noticias.py"
diff --git a/scripts/diagnose_rss.py b/scripts/diagnose_rss.py
new file mode 100644
index 0000000..b8f91a2
--- /dev/null
+++ b/scripts/diagnose_rss.py
@@ -0,0 +1,64 @@
+import os
+import psycopg2
+from datetime import datetime
+
+# Database configuration
+DB_WRITE_HOST = os.environ.get("DB_WRITE_HOST", "db")
+DB_NAME = os.environ.get("DB_NAME", "rss")
+DB_USER = os.environ.get("DB_USER", "rss")
+DB_PASS = os.environ.get("DB_PASS", "x")
+DB_PORT = os.environ.get("DB_PORT", "5432")
+
+def check_db():
+    try:
+        conn = psycopg2.connect(
+            host=DB_WRITE_HOST,
+            database=DB_NAME,
+            user=DB_USER,
+            password=DB_PASS,
+            port=DB_PORT,
+            connect_timeout=5
+        )
+        print("✅ Database connection successful.")
+        
+        with conn.cursor() as cur:
+            # 1. Total news and latest date
+            cur.execute("SELECT COUNT(*), MAX(fecha) FROM noticias;")
+            count, latest = cur.fetchone()
+            print(f"📊 Total news: {count}")
+            print(f"🕒 Latest news date: {latest}")
+            
+            # 2. Feed status
+            cur.execute("SELECT COUNT(*) FROM feeds WHERE activo = TRUE;")
+            active_feeds = cur.fetchone()[0]
+            cur.execute("SELECT COUNT(*) FROM feeds WHERE activo = FALSE;")
+            inactive_feeds = cur.fetchone()[0]
+            print(f"📡 Active feeds: {active_feeds}")
+            print(f"🚫 Inactive feeds: {inactive_feeds}")
+            
+            # 3. Feeds with most failures
+            cur.execute("SELECT id, nombre, url, fallos, last_error FROM feeds WHERE fallos > 0 ORDER BY fallos DESC LIMIT 5;")
+            failures = cur.fetchall()
+            if failures:
+                print("\n⚠️ Feeds with most failures:")
+                for f in failures:
+                    print(f"  - ID {f[0]}: {f[1]} ({f[3]} fallos) - Error: {f[4]}")
+            else:
+                print("\n✅ No feeds with reported failures.")
+
+            # 4. Check for unprocessed translations (if applicable)
+            # Checking schema again: table 'noticias' doesn't seem to have a 'translated' flag?
+            # Conversation eeb18716 mentioned 'TRAD/MIN, PENDING, PROCESSING, COMPLETED, ERRORS' metrics.
+            # Let's check 'traducciones' table if it exists.
+            cur.execute("SELECT EXISTS (SELECT FROM information_schema.tables WHERE table_name = 'traducciones');")
+            if cur.fetchone()[0]:
+                cur.execute("SELECT COUNT(*) FROM noticias WHERE id NOT IN (SELECT noticia_id FROM traducciones);")
+                pending_trans = cur.fetchone()[0]
+                print(f"🌎 News pending translation: {pending_trans}")
+
+        conn.close()
+    except Exception as e:
+        print(f"❌ Database error: {e}")
+
+if __name__ == "__main__":
+    check_db()
diff --git a/scripts/download_models.py b/scripts/download_models.py
new file mode 100644
index 0000000..28d0233
--- /dev/null
+++ b/scripts/download_models.py
@@ -0,0 +1,99 @@
+import logging
+import ssl
+import nltk
+import os
+import urllib.request
+from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
+
+# ================================================================
+# Logging
+# ================================================================
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(levelname)s - %(message)s"
+)
+LOG = logging.getLogger("download_models")
+
+# ================================================================
+# SSL FIX
+# ================================================================
+try:
+    _create_unverified_https_context = ssl._create_unverified_context
+except AttributeError:
+    pass
+else:
+    ssl._create_default_https_context = _create_unverified_https_context
+
+# ================================================================
+# Paths y modelos
+# ================================================================
+NLTK_PACKAGES = ["punkt", "punkt_tab", "stopwords"]
+
+NLLB_MODEL = "facebook/nllb-200-distilled-600M"
+
+FASTTEXT_URL = "https://dl.fbaipublicfiles.com/fasttext/supervised-models/lid.218.bin"
+FASTTEXT_DEST = "/app/models/lid.218.bin"  # donde lo espera tu worker
+
+
+# ================================================================
+# Descargar NLTK
+# ================================================================
+def download_nltk():
+    for pkg in NLTK_PACKAGES:
+        try:
+            path = f"tokenizers/{pkg}" if pkg.startswith("punkt") else f"corpora/{pkg}"
+            nltk.data.find(path)
+            LOG.info(f"NLTK '{pkg}' already installed")
+        except LookupError:
+            LOG.info(f"Downloading NLTK '{pkg}'...")
+            nltk.download(pkg, quiet=True)
+            LOG.info(f"Downloaded OK: {pkg}")
+
+# ================================================================
+# Descargar NLLB
+# ================================================================
+def download_nllb(model_name: str):
+    LOG.info(f"Downloading NLLB model: {model_name}")
+    try:
+        AutoTokenizer.from_pretrained(model_name)
+        AutoModelForSeq2SeqLM.from_pretrained(model_name)
+        LOG.info(f"Downloaded OK: {model_name}")
+    except Exception as e:
+        LOG.error(f"Failed downloading NLLB model {model_name}: {e}")
+
+# ================================================================
+# Descargar fastText LID.218
+# ================================================================
+def download_fasttext():
+    # Crear carpeta /app/models si no existe
+    dest_dir = os.path.dirname(FASTTEXT_DEST)
+    os.makedirs(dest_dir, exist_ok=True)
+
+    # Si ya existe, no lo descargamos
+    if os.path.exists(FASTTEXT_DEST):
+        LOG.info(f"fastText LID already exists at {FASTTEXT_DEST}")
+        return
+
+    LOG.info(f"Downloading fastText LID model from {FASTTEXT_URL}")
+
+    try:
+        urllib.request.urlretrieve(FASTTEXT_URL, FASTTEXT_DEST)
+        LOG.info(f"Downloaded fastText LID model to {FASTTEXT_DEST}")
+    except Exception as e:
+        LOG.error(f"Failed to download fastText LID model: {e}")
+
+# ================================================================
+# Main
+# ================================================================
+if __name__ == "__main__":
+    LOG.info("Downloading NLTK data...")
+    download_nltk()
+
+    LOG.info("Downloading NLLB model...")
+    download_nllb(NLLB_MODEL)
+
+    LOG.info("Downloading fastText LID model...")
+    download_fasttext()
+
+    LOG.info("All downloads completed successfully.")
+
diff --git a/scripts/fix_html_entities.py b/scripts/fix_html_entities.py
new file mode 100644
index 0000000..fa22d88
--- /dev/null
+++ b/scripts/fix_html_entities.py
@@ -0,0 +1,71 @@
+import html
+import psycopg2
+from db import get_conn
+import re
+
+def fix_entities():
+    print("🔧 Fixing HTML entities in database...")
+    
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            # 1. Update Noticias
+            print("Processing 'noticias' table...")
+            cur.execute("""
+                SELECT id, titulo, resumen 
+                FROM noticias 
+                WHERE titulo LIKE '%&%;%' OR resumen LIKE '%&%;%'
+            """)
+            rows = cur.fetchall()
+            print(f"Found {len(rows)} rows in 'noticias' to check.")
+            
+            count = 0
+            for r in rows:
+                nid, tit, res = r
+                
+                new_tit = html.unescape(tit) if tit else tit
+                new_res = html.unescape(res) if res else res
+                
+                if new_tit != tit or new_res != res:
+                    cur.execute("""
+                        UPDATE noticias 
+                        SET titulo = %s, resumen = %s 
+                        WHERE id = %s
+                    """, (new_tit, new_res, nid))
+                    count += 1
+                    if count % 100 == 0:
+                        print(f"Updated {count} noticias...")
+            
+            print(f"Updated {count} rows in 'noticias'.")
+
+            # 2. Update Traducciones
+            print("\nProcessing 'traducciones' table...")
+            cur.execute("""
+                SELECT id, titulo_trad, resumen_trad 
+                FROM traducciones 
+                WHERE titulo_trad LIKE '%&%;%' OR resumen_trad LIKE '%&%;%'
+            """)
+            rows = cur.fetchall()
+            print(f"Found {len(rows)} translations to check.")
+            
+            count_tr = 0
+            for r in rows:
+                tid, tit, res = r
+                
+                new_tit = html.unescape(tit) if tit else tit
+                new_res = html.unescape(res) if res else res
+                
+                if new_tit != tit or new_res != res:
+                    cur.execute("""
+                        UPDATE traducciones 
+                        SET titulo_trad = %s, resumen_trad = %s 
+                        WHERE id = %s
+                    """, (new_tit, new_res, tid))
+                    count_tr += 1
+            
+            print(f"Updated {count_tr} rows in 'traducciones'.")
+            
+            conn.commit()
+            print("✅ Database cleaning complete.")
+
+if __name__ == "__main__":
+    fix_entities()
diff --git a/scripts/fix_html_recursive.py b/scripts/fix_html_recursive.py
new file mode 100644
index 0000000..a267e20
--- /dev/null
+++ b/scripts/fix_html_recursive.py
@@ -0,0 +1,92 @@
+import html
+import psycopg2
+from db import get_conn
+import sys
+
+def recursive_unescape(text):
+    if not text:
+        return text
+    
+    # Limit loops to prevent infinite loops on weird edge cases
+    max_loops = 5
+    current = text
+    
+    for _ in range(max_loops):
+        new_text = html.unescape(current)
+        if new_text == current:
+            break
+        current = new_text
+        
+    return current
+
+def fix_entities_recursive():
+    print("🔧 Fixing HTML entities RECURSIVELY in database...")
+    
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            # 1. Update Noticias
+            print("Processing 'noticias' table...")
+            # We select ALL rows that contain '&' to catch any entity
+            # Optimisation: limit to rows with '&' 
+            # Note: This might be slow if table is huge, but we have ~13k rows, it's fine.
+            cur.execute("""
+                SELECT id, titulo, resumen 
+                FROM noticias 
+                WHERE titulo LIKE '%&%' OR resumen LIKE '%&%'
+            """)
+            rows = cur.fetchall()
+            print(f"Found {len(rows)} candidates in 'noticias'.")
+            
+            count = 0
+            for r in rows:
+                nid, tit, res = r
+                
+                new_tit = recursive_unescape(tit)
+                new_res = recursive_unescape(res)
+                
+                if new_tit != tit or new_res != res:
+                    cur.execute("""
+                        UPDATE noticias 
+                        SET titulo = %s, resumen = %s 
+                        WHERE id = %s
+                    """, (new_tit, new_res, nid))
+                    count += 1
+                    if count % 100 == 0:
+                        print(f"Updated {count} noticias...")
+            
+            print(f"Total updated in 'noticias': {count}")
+
+            # 2. Update Traducciones
+            print("\nProcessing 'traducciones' table...")
+            cur.execute("""
+                SELECT id, titulo_trad, resumen_trad 
+                FROM traducciones 
+                WHERE titulo_trad LIKE '%&%' OR resumen_trad LIKE '%&%'
+            """)
+            rows = cur.fetchall()
+            print(f"Found {len(rows)} candidates in 'traducciones'.")
+            
+            count_tr = 0
+            for r in rows:
+                tid, tit, res = r
+                
+                new_tit = recursive_unescape(tit)
+                new_res = recursive_unescape(res)
+                
+                if new_tit != tit or new_res != res:
+                    cur.execute("""
+                        UPDATE traducciones 
+                        SET titulo_trad = %s, resumen_trad = %s 
+                        WHERE id = %s
+                    """, (new_tit, new_res, tid))
+                    count_tr += 1
+                    if count_tr % 100 == 0:
+                        print(f"Updated {count_tr} traducciones...")
+            
+            print(f"Total updated in 'traducciones': {count_tr}")
+            
+            conn.commit()
+            print("✅ Database cleaning complete.")
+
+if __name__ == "__main__":
+    fix_entities_recursive()
diff --git a/scripts/migrate_to_qdrant.py b/scripts/migrate_to_qdrant.py
new file mode 100755
index 0000000..9f01831
--- /dev/null
+++ b/scripts/migrate_to_qdrant.py
@@ -0,0 +1,244 @@
+#!/usr/bin/env python3
+"""
+Script de migración para vectorizar noticias existentes en Qdrant.
+
+Uso:
+    # Ver estadísticas
+    python scripts/migrate_to_qdrant.py --stats
+    
+    # Vectorizar noticias (proceso completo)
+    python scripts/migrate_to_qdrant.py --vectorize --batch-size 200
+    
+    # Limpiar y empezar de nuevo
+    python scripts/migrate_to_qdrant.py --reset
+"""
+
+import os
+import sys
+import argparse
+import time
+from datetime import datetime
+
+# Añadir el directorio raíz al path
+sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+from db import get_read_conn, get_write_conn
+
+
+def get_statistics():
+    """
+    Muestra estadísticas del sistema.
+    """
+    print("\n" + "=" * 80)
+    print("📊 ESTADÍSTICAS DEL SISTEMA")
+    print("=" * 80)
+    
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            # Traducciones totales
+            cur.execute("""
+                SELECT 
+                    COUNT(*) as total,
+                    COUNT(*) FILTER (WHERE lang_to = 'es') as es,
+                    COUNT(*) FILTER (WHERE status = 'done') as completadas
+                FROM traducciones
+            """)
+            row = cur.fetchone()
+            print(f"\n📰 TRADUCCIONES:")
+            print(f"   Total: {row[0]:,}")
+            print(f"   En español: {row[1]:,}")
+            print(f"   Completadas: {row[2]:,}")
+            
+            # Estado vectorización
+            cur.execute("""
+                SELECT 
+                    COUNT(*) as total,
+                    COUNT(*) FILTER (WHERE vectorized = TRUE) as vectorizadas,
+                    COUNT(*) FILTER (WHERE vectorized = FALSE AND status = 'done') as pendientes
+                FROM traducciones
+                WHERE lang_to = 'es'
+            """)
+            row = cur.fetchone()
+            print(f"\n🔧 VECTORIZACIÓN:")
+            print(f"   Total (ES): {row[0]:,}")
+            print(f"   Vectorizadas: {row[1]:,}")
+            print(f"   Pendientes: {row[2]:,}")
+            
+            # Info de Qdrant (si existe)
+            try:
+                from qdrant_client import QdrantClient
+                qdrant_host = os.environ.get("QDRANT_HOST", "localhost")
+                qdrant_port = int(os.environ.get("QDRANT_PORT", "6333"))
+                collection_name = os.environ.get("QDRANT_COLLECTION_NAME", "news_vectors")
+                
+                client = QdrantClient(host=qdrant_host, port=qdrant_port)
+                collection_info = client.get_collection(collection_name)
+                
+                print(f"\n🔍 QDRANT:")
+                print(f"   Colección: {collection_name}")
+                print(f"   Puntos: {collection_info.points_count:,}")
+                print(f"   Vectores: {collection_info.vectors_count:,}")
+            except Exception as e:
+                print(f"\n⚠️  No se pudo conectar a Qdrant: {e}")
+    
+    print("\n" + "=" * 80 + "\n")
+
+
+def vectorize_all(batch_size: int = 200):
+    """
+    Vectoriza todas las noticias traducidas pendientes.
+    """
+    print("\n" + "=" * 80)
+    print("🔍 INICIANDO VECTORIZACIÓN MASIVA")
+    print("=" * 80)
+    print(f"Tamaño de lote: {batch_size}")
+    print("=" * 80 + "\n")
+    
+    # Importar el worker de Qdrant
+    from workers.qdrant_worker import (
+        init_qdrant_client,
+        init_embedding_model,
+        get_pending_news,
+        upload_to_qdrant
+    )
+    
+    # Inicializar
+    print("🔌 Inicializando Qdrant...")
+    init_qdrant_client()
+    
+    print("🤖 Cargando modelo de embeddings...")
+    init_embedding_model()
+    
+    total_processed = 0
+    start_time = time.time()
+    
+    while True:
+        # Obtener lote pendiente
+        news_batch = get_pending_news(limit=batch_size)
+        
+        if not news_batch:
+            print("\n✅ No hay más noticias pendientes de vectorizar")
+            break
+        
+        print(f"\n📋 Procesando lote de {len(news_batch)} noticias...")
+        
+        try:
+            upload_to_qdrant(news_batch)
+            total_processed += len(news_batch)
+            
+            elapsed = time.time() - start_time
+            rate = total_processed / elapsed if elapsed > 0 else 0
+            
+            print(f"\n📊 Progreso: {total_processed:,} vectorizadas")
+            print(f"⏱️  Velocidad: {rate:.2f} noticias/segundo")
+            print(f"⏳ Tiempo transcurrido: {elapsed/60:.1f} minutos")
+            
+        except Exception as e:
+            print(f"❌ Error procesando lote: {e}")
+            break
+    
+    elapsed = time.time() - start_time
+    print("\n" + "=" * 80)
+    print("✅ VECTORIZACIÓN COMPLETADA")
+    print("=" * 80)
+    print(f"Total vectorizadas: {total_processed:,}")
+    print(f"Tiempo total: {elapsed/60:.1f} minutos")
+    print(f"Velocidad promedio: {total_processed/elapsed:.2f} noticias/segundo")
+    print("=" * 80 + "\n")
+
+
+def reset_all():
+    """
+    Resetea el estado de vectorización y limpia Qdrant.
+    """
+    print("\n" + "=" * 80)
+    print("⚠️  RESET COMPLETO DEL SISTEMA DE VECTORES")
+    print("=" * 80)
+    
+    response = input("\n¿Estás seguro? Esto eliminará TODOS los vectores y reiniciará el estado (s/N): ")
+    
+    if response.lower() != 's':
+        print("❌ Operación cancelada")
+        return
+    
+    print("\n🗑️  Reseteando base de datos...")
+    
+    with get_write_conn() as conn:
+        with conn.cursor() as cur:
+            # Resetear flag de vectorización
+            cur.execute("""
+                UPDATE traducciones 
+                SET vectorized = FALSE, 
+                    qdrant_point_id = NULL,
+                    vectorization_date = NULL
+            """)
+        conn.commit()
+    
+    print("✅ Flags de vectorización reseteados en PostgreSQL")
+    
+    # Limpiar Qdrant
+    try:
+        from qdrant_client import QdrantClient
+        qdrant_host = os.environ.get("QDRANT_HOST", "localhost")
+        qdrant_port = int(os.environ.get("QDRANT_PORT", "6333"))
+        collection_name = os.environ.get("QDRANT_COLLECTION_NAME", "news_vectors")
+        
+        client = QdrantClient(host=qdrant_host, port=qdrant_port)
+        
+        # Eliminar colección
+        client.delete_collection(collection_name)
+        print(f"✅ Colección '{collection_name}' eliminada de Qdrant")
+        
+        # Recrear colección
+        from qdrant_client.models import Distance, VectorParams
+        client.create_collection(
+            collection_name=collection_name,
+            vectors_config=VectorParams(size=384, distance=Distance.COSINE)
+        )
+        print(f"✅ Colección '{collection_name}' recreada")
+        
+    except Exception as e:
+        print(f"⚠️  Error limpiando Qdrant: {e}")
+    
+    print("\n✅ Reset completado\n")
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Script de migración para Qdrant (Directo)",
+        formatter_class=argparse.RawDescriptionHelpFormatter,
+        epilog=__doc__
+    )
+    
+    parser.add_argument("--stats", action="store_true", help="Mostrar estadísticas")
+    parser.add_argument("--vectorize", action="store_true", help="Vectorizar noticias traducidas")
+    parser.add_argument("--reset", action="store_true", help="Limpiar Qdrant y reiniciar estado")
+    parser.add_argument("--batch-size", type=int, default=200, help="Tamaño de lote (default: 200)")
+    
+    args = parser.parse_args()
+    
+    # Si no se especifica ninguna opción, mostrar estadísticas
+    if not any([args.stats, args.vectorize, args.reset]):
+        args.stats = True
+    
+    try:
+        if args.stats:
+            get_statistics()
+        
+        if args.reset:
+            reset_all()
+        
+        if args.vectorize:
+            vectorize_all(batch_size=args.batch_size)
+            
+    except KeyboardInterrupt:
+        print("\n\n⏹️  Proceso interrumpido por el usuario")
+    except Exception as e:
+        print(f"\n❌ Error: {e}")
+        import traceback
+        traceback.print_exc()
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/precache_entities.py b/scripts/precache_entities.py
new file mode 100644
index 0000000..1e69178
--- /dev/null
+++ b/scripts/precache_entities.py
@@ -0,0 +1,70 @@
+import logging
+import sys
+import os
+from concurrent.futures import ThreadPoolExecutor
+
+# Add app to path
+sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+from db import get_read_conn
+from utils.wiki import fetch_wiki_data
+
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logger = logging.getLogger(__name__)
+
+def get_top_entities():
+    """Get top 100 people, 50 orgs, 50 places from last 30 days."""
+    entities = []
+    query = """
+    SELECT t.valor, COUNT(*) as c
+    FROM tags t
+    JOIN tags_noticia tn ON t.id = tn.tag_id
+    JOIN traducciones tr ON tn.traduccion_id = tr.id
+    WHERE tr.created_at > NOW() - INTERVAL '30 days'
+      AND t.tipo = %s
+    GROUP BY t.valor
+    ORDER BY c DESC
+    LIMIT %s
+    """
+    
+    try:
+        with get_read_conn() as conn:
+            with conn.cursor() as cur:
+                # People
+                cur.execute(query, ('persona', 100))
+                entities.extend([row[0] for row in cur.fetchall()])
+                
+                # Orgs
+                cur.execute(query, ('organizacion', 50))
+                entities.extend([row[0] for row in cur.fetchall()])
+                
+                # Places
+                cur.execute(query, ('lugar', 50))
+                entities.extend([row[0] for row in cur.fetchall()])
+    except Exception as e:
+        logger.error(f"Error fetching top entities: {e}")
+        
+    return list(set(entities))
+
+def precache_entity(name):
+    try:
+        img, summary = fetch_wiki_data(name)
+        if img or summary:
+            logger.info(f"✓ Cached: {name}")
+        else:
+            logger.info(f"✗ No data for: {name}")
+    except Exception as e:
+        logger.error(f"Error caching {name}: {e}")
+
+def run_precache():
+    logger.info("Starting entity pre-cache...")
+    entities = get_top_entities()
+    logger.info(f"Found {len(entities)} unique top entities to cache.")
+    
+    with ThreadPoolExecutor(max_workers=10) as executor:
+        executor.map(precache_entity, entities)
+    
+    logger.info("Pre-cache complete.")
+
+if __name__ == "__main__":
+    run_precache()
diff --git a/scripts/recover_system.py b/scripts/recover_system.py
new file mode 100644
index 0000000..cc60e1e
--- /dev/null
+++ b/scripts/recover_system.py
@@ -0,0 +1,44 @@
+import os
+import psycopg2
+import logging
+from datetime import datetime
+
+logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s: %(message)s")
+logger = logging.getLogger("recover_system")
+
+DB_CONFIG = {
+    "host": os.environ.get("DB_HOST", "localhost"),
+    "port": int(os.environ.get("DB_PORT", 5432)),
+    "dbname": os.environ.get("DB_NAME", "rss"),
+    "user": os.environ.get("DB_USER", "rss"),
+    "password": os.environ.get("DB_PASS", "x"),
+}
+
+def recover():
+    try:
+        conn = psycopg2.connect(**DB_CONFIG)
+        conn.autocommit = True
+        with conn.cursor() as cur:
+            # 1. Reset stuck translations
+            logger.info("Resetting stuck 'processing' translations to 'pending'...")
+            cur.execute("UPDATE traducciones SET status = 'pending' WHERE status = 'processing';")
+            logger.info(f"Reset {cur.rowcount} translations.")
+
+            # 2. Correct future-dated news
+            logger.info("Correcting future-dated news...")
+            now = datetime.utcnow()
+            cur.execute("UPDATE noticias SET fecha = %s WHERE fecha > %s;", (now, now))
+            logger.info(f"Corrected {cur.rowcount} news items.")
+
+            # 3. Reactivate feeds (Optional - only those with few failures)
+            logger.info("Reactivating feeds with 10-29 failures (giving them another chance)...")
+            cur.execute("UPDATE feeds SET activo = TRUE, fallos = 0 WHERE activo = FALSE AND fallos < 30;")
+            logger.info(f"Reactivated {cur.rowcount} feeds.")
+
+        conn.close()
+        logger.info("Recovery complete!")
+    except Exception as e:
+        logger.error(f"Error during recovery: {e}")
+
+if __name__ == "__main__":
+    recover()
diff --git a/scripts/test_qdrant_connection.py b/scripts/test_qdrant_connection.py
new file mode 100755
index 0000000..d5fbe2f
--- /dev/null
+++ b/scripts/test_qdrant_connection.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python3
+"""
+Script de diagnóstico para verificar la conectividad con Qdrant.
+Ejecutar desde el contenedor rss2_web para diagnosticar problemas de red.
+"""
+import os
+import sys
+
+def test_qdrant_connection():
+    """Prueba la conexión a Qdrant y muestra información de diagnóstico."""
+    
+    # Configuración
+    qdrant_host = os.environ.get("QDRANT_HOST", "localhost")
+    qdrant_port = int(os.environ.get("QDRANT_PORT", "6333"))
+    
+    print("=" * 60)
+    print("🔍 DIAGNÓSTICO DE CONEXIÓN QDRANT")
+    print("=" * 60)
+    print(f"Host: {qdrant_host}")
+    print(f"Port: {qdrant_port}")
+    print()
+    
+    # 1. Test de resolución DNS
+    print("1️⃣ Probando resolución DNS...")
+    try:
+        import socket
+        ip = socket.gethostbyname(qdrant_host)
+        print(f"   ✅ Host '{qdrant_host}' resuelve a: {ip}")
+    except Exception as e:
+        print(f"   ❌ ERROR: No se pudo resolver '{qdrant_host}': {e}")
+        return False
+    
+    # 2. Test de conectividad TCP
+    print("\n2️⃣ Probando conectividad TCP...")
+    try:
+        sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
+        sock.settimeout(5)
+        result = sock.connect_ex((ip, qdrant_port))
+        sock.close()
+        
+        if result == 0:
+            print(f"   ✅ Puerto {qdrant_port} está abierto")
+        else:
+            print(f"   ❌ ERROR: Puerto {qdrant_port} está cerrado o inaccesible")
+            return False
+    except Exception as e:
+        print(f"   ❌ ERROR en test TCP: {e}")
+        return False
+    
+    # 3. Test de cliente Qdrant
+    print("\n3️⃣ Probando cliente Qdrant...")
+    try:
+        from qdrant_client import QdrantClient
+        
+        client = QdrantClient(host=qdrant_host, port=qdrant_port, timeout=5)
+        collections = client.get_collections()
+        
+        print(f"   ✅ Cliente Qdrant conectado exitosamente")
+        print(f"   📊 Colecciones disponibles: {[c.name for c in collections.collections]}")
+        
+        # Test de búsqueda
+        for collection in collections.collections:
+            try:
+                info = client.get_collection(collection.name)
+                print(f"   📁 {collection.name}: {info.points_count} vectores")
+            except Exception as e:
+                print(f"   ⚠️ No se pudo obtener info de {collection.name}: {e}")
+        
+        return True
+        
+    except Exception as e:
+        print(f"   ❌ ERROR en cliente Qdrant: {e}")
+        import traceback
+        traceback.print_exc()
+        return False
+    
+    print("\n" + "=" * 60)
+
+if __name__ == "__main__":
+    success = test_qdrant_connection()
+    
+    if success:
+        print("\n✅ DIAGNÓSTICO EXITOSO: Qdrant está accesible")
+        sys.exit(0)
+    else:
+        print("\n❌ DIAGNÓSTICO FALLIDO: Problemas de conectividad con Qdrant")
+        print("\n💡 SOLUCIONES POSIBLES:")
+        print("   1. Verificar que el contenedor 'qdrant' esté corriendo:")
+        print("      docker ps | grep qdrant")
+        print("   2. Verificar que ambos contenedores estén en la misma red:")
+        print("      docker network inspect rss2_default")
+        print("   3. Reiniciar el contenedor de Qdrant:")
+        print("      docker restart rss2_qdrant")
+        print("   4. Verificar variables de entorno QDRANT_HOST y QDRANT_PORT")
+        sys.exit(1)
diff --git a/scripts/verify_connectivity.py b/scripts/verify_connectivity.py
new file mode 100644
index 0000000..3208d5e
--- /dev/null
+++ b/scripts/verify_connectivity.py
@@ -0,0 +1,54 @@
+import sys
+import os
+
+# Add app to path
+sys.path.append('/home/x/rss2')
+
+try:
+    from db import get_conn, get_read_conn, get_write_conn
+    from cache import get_redis
+    import psycopg2
+    print("Imports successfull.")
+except ImportError as e:
+    print(f"Import failed: {e}")
+    sys.exit(1)
+
+def test_db():
+    print("\n--- Testing Database Connections ---")
+    
+    print("Testing Primary (Write) Connection...")
+    try:
+        with get_write_conn() as conn:
+            with conn.cursor() as cur:
+                cur.execute("SELECT 1")
+                print("  [OK] Primary reachable.")
+    except Exception as e:
+        print(f"  [FAIL] Primary unreachable: {e}")
+
+    print("Testing Replica (Read) Connection...")
+    try:
+        with get_read_conn() as conn:
+            with conn.cursor() as cur:
+                cur.execute("SELECT 1")
+                # Check if it's actually the replica (read-only mode is usually set in replica, 
+                # but here we just check connectivity)
+                print("  [OK] Replica reachable.")
+    except Exception as e:
+        print(f"  [FAIL] Replica unreachable: {e}")
+
+def test_redis():
+    print("\n--- Testing Redis Connection ---")
+    try:
+        r = get_redis()
+        if r:
+            r.ping()
+            print("  [OK] Redis reachable.")
+        else:
+            print("  [FAIL] Redis client returned None (likely connection failed).")
+    except Exception as e:
+        print(f"  [FAIL] Redis error: {e}")
+
+if __name__ == "__main__":
+    test_db()
+    test_redis()
+    print("\nVerification complete.")
diff --git a/start_docker.sh b/start_docker.sh
new file mode 100755
index 0000000..e459bd9
--- /dev/null
+++ b/start_docker.sh
@@ -0,0 +1,39 @@
+#!/bin/bash
+# Script para iniciar los servicios de Docker
+# Ejecutar con: sudo ./start_docker.sh
+
+set -e
+cd "$(dirname "$0")"
+
+echo "=== RSS2 Docker Services ==="
+
+# Verificar si el modelo CTranslate2 existe
+CT2_MODEL="./models/nllb-ct2"
+if [ ! -d "$CT2_MODEL" ]; then
+    echo ""
+    echo "⚠️  Modelo CTranslate2 no encontrado en $CT2_MODEL"
+    echo "   Convirtiendo modelo (esto puede tardar 5-10 minutos)..."
+    echo ""
+    
+    # Verificar si ctranslate2 está instalado
+    if ! python3 -c "import ctranslate2" 2>/dev/null; then
+        echo "Instalando ctranslate2..."
+        pip install ctranslate2
+    fi
+    
+    # Convertir el modelo
+    ./convert_model.sh
+fi
+
+echo ""
+echo "Iniciando servicios Docker..."
+docker compose up -d --build
+
+echo ""
+echo "✓ Servicios iniciados"
+echo ""
+echo "Para ver los logs:"
+echo "  docker compose logs -f translator"
+echo ""
+echo "Para verificar el estado:"
+echo "  docker compose ps"
diff --git a/static/placeholder.svg b/static/placeholder.svg
new file mode 100644
index 0000000..a36d410
--- /dev/null
+++ b/static/placeholder.svg
@@ -0,0 +1,7 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 400 300" fill="none">
+  <rect width="400" height="300" fill="#f0f0f0"/>
+  <rect x="150" y="100" width="100" height="80" rx="8" fill="#ddd"/>
+  <circle cx="180" cy="130" r="15" fill="#bbb"/>
+  <path d="M165 165 L200 140 L235 165" stroke="#bbb" stroke-width="3" fill="none"/>
+  <text x="200" y="210" text-anchor="middle" font-family="Arial" font-size="14" fill="#999">Sin imagen</text>
+</svg>
diff --git a/static/style.css b/static/style.css
new file mode 100644
index 0000000..d0cd634
--- /dev/null
+++ b/static/style.css
@@ -0,0 +1,1043 @@
+/* ================================
+   NEWSPAPER THEME (Classic & Professional)
+================================ */
+
+:root {
+    --primary-font: 'Poppins', sans-serif;
+    --secondary-font: 'Roboto', 'Helvetica Neue', Arial, sans-serif;
+    --text-color: #2d3436;
+    --accent-color: #6c63ff;
+    /* Modern Purple-Blue */
+    --accent-hover: #574bdf;
+    --bg-color: #f0f2f5;
+    --paper-color: rgba(255, 255, 255, 0.45);
+    --border-color: rgba(255, 255, 255, 0.25);
+    --shadow-subtle: 0 8px 32px 0 rgba(31, 38, 135, 0.15);
+    --glass-bg: rgba(255, 255, 255, 0.35);
+    --glass-border: rgba(255, 255, 255, 0.25);
+    --transition-smooth: all 0.3s cubic-bezier(0.4, 0, 0.2, 1);
+    --blur-amount: 16px;
+    --skeleton-gray: #e0e0e0;
+    --skeleton-highlight: #f5f5f5;
+}
+
+body {
+    font-family: var(--secondary-font);
+    background: linear-gradient(-45deg, #ee7752, #e73c7e, #23a6d5, #23d5ab);
+    background-size: 400% 400%;
+    animation: gradientShift 15s ease infinite;
+    color: var(--text-color);
+    margin: 0;
+    padding: 0;
+    line-height: 1.6;
+    transition: var(--transition-smooth);
+    position: relative;
+    min-height: 100vh;
+}
+
+body::before {
+    content: '';
+    position: fixed;
+    top: 0;
+    left: 0;
+    width: 100%;
+    height: 100%;
+    background-image:
+        radial-gradient(at 10% 20%, rgba(108, 99, 255, 0.15) 0, transparent 50%),
+        radial-gradient(at 80% 10%, rgba(233, 69, 96, 0.12) 0, transparent 50%),
+        radial-gradient(at 50% 80%, rgba(35, 166, 213, 0.1) 0, transparent 50%);
+    pointer-events: none;
+    z-index: -1;
+}
+
+@keyframes gradientShift {
+    0% {
+        background-position: 0% 50%;
+    }
+
+    50% {
+        background-position: 100% 50%;
+    }
+
+    100% {
+        background-position: 0% 50%;
+    }
+}
+
+body.no-scroll {
+    overflow: hidden;
+}
+
+
+/* HEADER STYLE (Simplified) */
+header.desktop-header {
+    text-align: center;
+    padding: 1rem 0;
+    background: rgba(255, 255, 255, 0.25);
+    backdrop-filter: blur(var(--blur-amount));
+    -webkit-backdrop-filter: blur(var(--blur-amount));
+    border: 1px solid var(--glass-border);
+    border-radius: 12px;
+    margin-bottom: 1rem;
+    box-shadow: var(--shadow-subtle);
+    position: relative;
+    z-index: 110;
+}
+
+.header-top-row {
+    display: flex;
+    justify-content: center;
+    /* Center the title group by default, or use space-between */
+    align-items: center;
+    position: relative;
+    margin-bottom: 10px;
+}
+
+.header-title-wrapper {
+    flex: 1;
+    text-align: center;
+}
+
+.header-user-menu {
+    position: absolute;
+    right: 20px;
+    /* Adjust positioning */
+    top: 50%;
+    transform: translateY(-50%);
+}
+
+.user-menu-large {
+    font-size: 1.2rem !important;
+    padding: 10px 20px !important;
+    font-weight: 700 !important;
+    background-color: transparent !important;
+    /* Or keep background if desired */
+    border: none !important;
+}
+
+.user-menu-large i {
+    font-size: 1.4rem;
+}
+
+
+
+.mobile-header {
+    display: none !important;
+    justify-content: space-between;
+    align-items: center;
+    padding: 10px 0;
+    background: transparent;
+    border-bottom: 1px solid var(--border-color);
+    margin-bottom: 15px;
+}
+
+.logo-mobile a {
+    font-family: var(--primary-font);
+    font-weight: 900;
+    font-size: 1.2rem;
+    text-decoration: none;
+    color: var(--text-color);
+}
+
+
+
+
+/* Ensure mobile header is hidden on desktop by default */
+.mobile-header {
+    display: none !important;
+}
+
+@media (max-width: 768px) {
+    .mobile-header {
+        display: flex !important;
+    }
+}
+
+
+/* Account Button Decoration */
+.nav-right .dropdown .dropbtn {
+    background-color: var(--bg-color);
+    border: 1px solid var(--border-color);
+    border-radius: 20px;
+    padding: 8px 16px;
+    display: flex;
+    align-items: center;
+    gap: 8px;
+    transition: all 0.2s ease;
+}
+
+.nav-right .dropdown .dropbtn:hover {
+    background-color: #e2e6ea;
+    border-color: #adb5bd;
+    color: var(--text-color);
+}
+
+.nav-right .dropdown .dropbtn i {
+    color: var(--accent-color);
+}
+
+/* Ensure navbar has padding since we removed body padding */
+.main-nav {
+    padding: 0 40px;
+}
+
+
+
+
+.header-top h1 {
+    font-family: var(--primary-font);
+    font-size: clamp(2rem, 8vw, 3rem);
+    font-weight: 900;
+    text-transform: uppercase;
+    letter-spacing: -1px;
+    margin: 0;
+    line-height: 1.1;
+}
+
+/* ... (other styles) */
+
+/* Updated Dropdown Right Alignment */
+.dropdown-content.dropdown-right {
+    right: 0 !important;
+    left: auto !important;
+    transform-origin: top right;
+}
+
+.header-date {
+    display: flex;
+    justify-content: center;
+    gap: 10px;
+    flex-wrap: wrap;
+    align-items: center;
+    margin: 5px 0 10px 0;
+    padding: 5px 0;
+    color: var(--text-muted);
+    font-weight: 500;
+    text-transform: uppercase;
+    font-size: 0.7rem;
+    letter-spacing: 0.5px;
+}
+
+/* ================================
+   NAVIGATION & DROPDOWNS
+================================ */
+
+.main-nav {
+    border: 1px solid var(--glass-border);
+    border-radius: 12px;
+    padding: 0 20px;
+    background: rgba(255, 255, 255, 0.3);
+    backdrop-filter: blur(var(--blur-amount));
+    -webkit-backdrop-filter: blur(var(--blur-amount));
+    height: 50px;
+    position: relative;
+    z-index: 100;
+    margin-bottom: 15px;
+    box-shadow: var(--shadow-subtle);
+}
+
+.nav-content-wrapper {
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    width: 100%;
+    height: 100%;
+}
+
+.nav-left,
+.nav-right {
+    display: flex;
+    align-items: center;
+    gap: 0;
+    height: 100%;
+}
+
+.nav-link {
+    text-decoration: none;
+    color: var(--text-color);
+    padding: 0 12px;
+    height: 100%;
+    display: flex;
+    align-items: center;
+    font-family: var(--secondary-font);
+    font-weight: 600;
+    text-transform: uppercase;
+    font-size: 0.8rem;
+    cursor: pointer;
+    background: none;
+    border: none;
+    transition: all 0.2s ease;
+}
+
+.nav-link:hover,
+.dropbtn:hover {
+    background-color: rgba(0, 0, 0, 0.05);
+    color: var(--accent-color);
+    text-decoration: none;
+}
+
+.dropdown {
+    position: relative;
+    height: 100%;
+    display: flex;
+    align-items: center;
+}
+
+.dropbtn {
+    margin: 0;
+    outline: none;
+}
+
+.dropbtn i.fa-chevron-down {
+    font-size: 0.7em;
+    margin-left: 6px;
+    opacity: 0.7;
+}
+
+.dropdown-content {
+    display: none;
+    position: absolute;
+    top: 100%;
+    left: 0;
+    background: rgba(255, 255, 255, 0.4);
+    backdrop-filter: blur(var(--blur-amount));
+    -webkit-backdrop-filter: blur(var(--blur-amount));
+    min-width: 220px;
+    box-shadow: 0 8px 32px 0 rgba(31, 38, 135, 0.2);
+    border: 1px solid var(--glass-border);
+    border-top: none;
+    border-radius: 0 0 12px 12px;
+    z-index: 1000;
+}
+
+
+.dropdown:hover .dropdown-content {
+    display: block;
+    animation: fadeIn 0.2s ease-in-out;
+}
+
+@keyframes fadeIn {
+    from {
+        opacity: 0;
+        transform: translateY(-5px);
+    }
+
+    to {
+        opacity: 1;
+        transform: translateY(0);
+    }
+}
+
+.dropdown-content a,
+.dropdown-logout {
+    padding: 12px 20px;
+    text-decoration: none;
+    display: block;
+    color: var(--text-color);
+    font-size: 0.9rem;
+    font-family: var(--secondary-font);
+    font-weight: normal;
+    text-transform: none;
+    border-bottom: 1px solid var(--border-color);
+    transition: background-color 0.2s;
+    width: 100%;
+    box-sizing: border-box;
+    background: none;
+    border-left: none;
+    border-right: none;
+    border-top: none;
+    text-align: left;
+}
+
+.dropdown-content a:last-child {
+    border-bottom: none;
+}
+
+.dropdown-content a:hover,
+.dropdown-logout:hover {
+    background-color: rgba(0, 0, 0, 0.05);
+    color: var(--accent-color);
+}
+
+.dropdown-content i {
+    width: 20px;
+    text-align: center;
+    margin-right: 10px;
+    color: var(--accent-color);
+    opacity: 0.8;
+}
+
+.dropdown-divider {
+    height: 1px;
+    background-color: var(--border-color);
+    margin: 0;
+}
+
+.icon-btn {
+    width: 40px;
+    height: 50px;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    background: none;
+    border: none;
+    cursor: pointer;
+    color: var(--text-color);
+    font-size: 1.1rem;
+    transition: color 0.2s;
+}
+
+
+.nav-overlay {
+    display: none;
+    position: fixed;
+    top: 0;
+    left: 0;
+    width: 100%;
+    height: 100%;
+    background: rgba(0, 0, 0, 0.5);
+    z-index: 1500;
+    backdrop-filter: blur(4px);
+}
+
+.nav-overlay.active {
+    display: block;
+}
+
+.mobile-menu-toggle {
+    display: none;
+    background: var(--accent-color);
+    color: white;
+    border: none;
+    padding: 10px 15px;
+    border-radius: 8px;
+    cursor: pointer;
+    font-size: 1.2rem;
+    margin: 10px auto;
+    transition: var(--transition-smooth);
+    box-shadow: 0 4px 10px rgba(108, 99, 255, 0.2);
+}
+
+.mobile-menu-toggle:hover {
+    background: var(--accent-hover);
+    transform: scale(1.05);
+}
+
+@media (max-width: 768px) {
+    .mobile-menu-toggle {
+        display: block;
+    }
+}
+
+/* ================================
+   CONTAINER & LAYOUT (Restored)
+================================ */
+
+.container {
+    max-width: 1400px;
+    margin: 2rem auto;
+    padding: 0 40px 40px 40px;
+    background: rgba(255, 255, 255, 0.35);
+    backdrop-filter: blur(20px);
+    -webkit-backdrop-filter: blur(20px);
+    border: 1px solid var(--glass-border);
+    border-radius: 16px;
+    box-shadow: 0 8px 32px 0 rgba(31, 38, 135, 0.2);
+    transition: var(--transition-smooth);
+}
+
+@media (max-width: 768px) {
+    .container {
+        margin: 10px;
+        padding: 20px;
+        border-radius: 16px;
+    }
+}
+
+@media (max-width: 480px) {
+    .container {
+        margin: 0;
+        padding: 15px;
+        border-radius: 0;
+    }
+}
+
+#noticias-container {
+    display: grid;
+    grid-template-columns: repeat(auto-fill, minmax(320px, 1fr));
+    gap: 30px;
+    margin-top: 20px;
+    width: 100%;
+    /* Ensure items fill the row if few */
+    justify-content: start;
+    grid-auto-rows: min-content;
+}
+
+/* CARD / ARTICLE STYLE */
+.noticia-card {
+    background: rgba(255, 255, 255, 0.3);
+    backdrop-filter: blur(var(--blur-amount));
+    -webkit-backdrop-filter: blur(var(--blur-amount));
+    border-radius: 20px;
+    padding: 0;
+    margin-bottom: 0;
+    overflow: hidden;
+    border: 1px solid var(--glass-border);
+    box-shadow: 0 8px 32px 0 rgba(31, 38, 135, 0.15);
+    transition: var(--transition-smooth);
+    display: flex;
+    flex-direction: column;
+    animation: fadeInUp 0.5s ease backwards;
+}
+
+/* Staggered animation delays handled by JS or CSS nth-child if static */
+@keyframes fadeInUp {
+    from {
+        opacity: 0;
+        transform: translateY(20px);
+    }
+    to {
+        opacity: 1;
+        transform: translateY(0);
+    }
+}
+
+.noticia-card-content {
+    padding: 20px;
+    flex-grow: 1;
+}
+
+.noticia-card:hover {
+    transform: translateY(-5px);
+    background: rgba(255, 255, 255, 0.45);
+    box-shadow: 0 12px 40px 0 rgba(31, 38, 135, 0.25);
+}
+
+.noticia-card-image-wrapper {
+    overflow: hidden;
+    height: 220px;
+    width: 100%;
+    position: relative;
+    /* For loading state if needed */
+}
+
+.noticia-card img {
+    width: 100%;
+    height: 100%;
+    object-fit: cover;
+    transition: transform 0.5s ease;
+}
+
+.noticia-card:hover img {
+    transform: scale(1.1);
+}
+
+.no-image-placeholder {
+    width: 100%;
+    height: 200px;
+    background-color: var(--border-color);
+    margin-bottom: 15px;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    color: var(--text-color);
+    opacity: 0.1;
+}
+
+.noticia-card h3 {
+    font-family: var(--primary-font);
+    font-size: 1.8rem;
+    margin: 0 0 12px 0;
+    line-height: 1.3;
+}
+
+.noticia-card h3 a {
+    text-decoration: none;
+    color: #000;
+}
+
+.noticia-card h3 a:hover {
+    color: var(--accent-color);
+}
+
+.noticia-meta {
+    font-size: 1rem;
+    color: #666;
+    margin-bottom: 12px;
+    text-transform: uppercase;
+    font-family: var(--secondary-font);
+}
+
+.noticia-summary {
+    font-size: 1rem;
+    color: #444;
+    text-align: justify;
+}
+
+/* BUTTONS & FORMS */
+.btn {
+    background-color: var(--accent-color);
+    color: #fff;
+    font-family: var(--secondary-font);
+    text-transform: uppercase;
+    font-weight: 700;
+    padding: 12px 24px;
+    border: none;
+    border-radius: 12px;
+    cursor: pointer;
+    font-size: 0.85rem;
+    letter-spacing: 1px;
+    transition: var(--transition-smooth);
+    box-shadow: 0 4px 14px 0 rgba(108, 99, 255, 0.39);
+}
+
+.btn:hover {
+    background-color: var(--accent-hover);
+    transform: translateY(-2px);
+    box-shadow: 0 6px 20px rgba(108, 99, 255, 0.23);
+}
+
+.btn-sm {
+    padding: 8px 16px;
+    font-size: 0.75rem;
+    border-radius: 8px;
+}
+
+input,
+select {
+    padding: 8px;
+    border: 1px solid var(--border-color);
+    font-family: var(--secondary-font);
+}
+
+.date-line {
+    text-align: center;
+    border-bottom: 1px solid #000;
+    border-top: 1px solid #000;
+    padding: 5px 0;
+    margin: 10px 0 30px 0;
+    font-weight: bold;
+    text-transform: uppercase;
+    font-size: 0.9rem;
+}
+
+/* Noticia Actions */
+.noticia-actions {
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    margin-top: 15px;
+}
+
+.btn-fav {
+    background: transparent;
+    border: 1px solid var(--border-color);
+    color: #777;
+    width: 36px;
+    height: 36px;
+    border-radius: 50%;
+    cursor: pointer;
+    font-size: 1rem;
+    transition: all 0.2s;
+}
+
+.btn-fav:hover {
+    border-color: #f1c40f;
+    color: #f1c40f;
+}
+
+.btn-fav.active {
+    background: #f1c40f;
+    border-color: #f1c40f;
+    color: #fff;
+}
+
+/* Read History */
+.noticia-card.is-read {
+    opacity: 0.6;
+    filter: grayscale(0.5);
+}
+
+.noticia-card.is-read:hover {
+    opacity: 0.9;
+    filter: grayscale(0);
+}
+
+/* Filter Styles */
+.filter-row {
+    display: flex;
+    flex-wrap: wrap;
+    gap: 1.5rem;
+    align-items: flex-end;
+    border-top: 1px solid var(--border-color);
+    padding-top: 1.5rem;
+    margin-top: 1rem;
+    justify-content: center;
+}
+
+.filter-group {
+    flex: 1 1 200px;
+    max-width: 250px;
+    position: relative; /* For floating labels if applied here */
+}
+
+.filter-group.toggle-group {
+    display: flex;
+    align-items: center;
+    gap: 8px;
+    min-width: 150px;
+    padding-bottom: 8px;
+}
+
+@media (max-width: 768px) {
+    .filter-row {
+        gap: 0.75rem;
+        padding-top: 1rem;
+    }
+
+    .filter-group {
+        flex: 1 1 calc(50% - 1rem);
+        max-width: 100%;
+    }
+}
+
+@media (max-width: 480px) {
+    .filter-group {
+        flex: 1 1 100%;
+    }
+}
+
+.filter-group label {
+    display: block;
+    margin-bottom: 0.4rem;
+    font-weight: 600;
+    font-size: 0.9rem;
+    color: var(--text-color);
+}
+
+.filter-group select,
+.filter-group input {
+    width: 100%;
+    padding: 10px 12px;
+    border: 1px solid var(--glass-border);
+    border-radius: 8px;
+    background: rgba(255, 255, 255, 0.4);
+    backdrop-filter: blur(10px);
+    -webkit-backdrop-filter: blur(10px);
+    color: var(--text-color);
+}
+
+/* ================================
+   1. FLOATING LABELS (New)
+================================ */
+.floating-label-group {
+    position: relative;
+    margin-bottom: 24px;
+}
+
+.floating-label-group input,
+.floating-label-group textarea,
+.floating-label-group select {
+    width: 100%;
+    padding: 12px 14px;
+    font-size: 1rem;
+    background: rgba(255, 255, 255, 0.5);
+    border: 2px solid var(--glass-border);
+    border-radius: 8px;
+    outline: none;
+    transition: all 0.2s ease;
+    color: var(--text-color);
+}
+
+.floating-label-group input:focus,
+.floating-label-group textarea:focus,
+.floating-label-group select:focus {
+    border-color: var(--accent-color);
+    background: rgba(255, 255, 255, 0.9);
+}
+
+.floating-label-group label {
+    position: absolute;
+    top: 14px;
+    left: 14px;
+    color: #666;
+    font-size: 1rem;
+    background: transparent;
+    padding: 0 4px;
+    transition: all 0.2s ease;
+    pointer-events: none;
+}
+
+/* Move label up on focus or if value exists */
+.floating-label-group input:focus+label,
+.floating-label-group input:not(:placeholder-shown)+label,
+.floating-label-group textarea:focus+label,
+.floating-label-group textarea:not(:placeholder-shown)+label {
+    top: -10px;
+    left: 10px;
+    font-size: 0.8rem;
+    color: var(--accent-color);
+    font-weight: 600;
+    background: var(--bg-color); /* Mask border */
+    border-radius: 4px;
+}
+
+/* Validation Feedback */
+.floating-label-group input:valid {
+    border-color: var(--glass-border); /* Default valid state */
+}
+
+/* ================================
+   2. SKELETON LOADING (New)
+================================ */
+.skeleton {
+    background-color: var(--skeleton-gray);
+    position: relative;
+    overflow: hidden;
+    border-radius: 4px;
+}
+
+.skeleton::after {
+    position: absolute;
+    top: 0;
+    right: 0;
+    bottom: 0;
+    left: 0;
+    transform: translateX(-100%);
+    background-image: linear-gradient(
+        90deg,
+        rgba(255, 255, 255, 0) 0,
+        rgba(255, 255, 255, 0.2) 20%,
+        rgba(255, 255, 255, 0.5) 60%,
+        rgba(255, 255, 255, 0)
+    );
+    animation: shimmer 2s infinite;
+    content: '';
+}
+
+@keyframes shimmer {
+    100% {
+        transform: translateX(100%);
+    }
+}
+
+.card-skeleton {
+    height: 400px;
+    display: flex;
+    flex-direction: column;
+}
+
+.skeleton-img {
+    height: 200px;
+    width: 100%;
+}
+
+.skeleton-text {
+    height: 16px;
+    margin-bottom: 8px;
+    width: 90%;
+}
+
+.skeleton-text.short {
+    width: 60%;
+}
+
+
+/* ================================
+   DARK MODE (Refined)
+================================ */
+body.dark-mode {
+    --text-color: #e0e0e0;
+    --bg-color: #1a1a2e;
+    --paper-color: rgba(22, 33, 62, 0.4);
+    --border-color: rgba(255, 255, 255, 0.15);
+    --glass-bg: rgba(31, 41, 64, 0.35);
+    --glass-border: rgba(255, 255, 255, 0.15);
+    --accent-color: #e94560;
+    --skeleton-gray: #2d3436;
+    --skeleton-highlight: #3a4560;
+}
+
+body.dark-mode {
+    background: linear-gradient(-45deg, #1a1a2e, #16213e, #0f3460, #533483);
+    background-size: 400% 400%;
+    animation: gradientShift 15s ease infinite;
+}
+
+body.dark-mode::before {
+    background-image:
+        radial-gradient(at 10% 20%, rgba(233, 69, 96, 0.15) 0, transparent 50%),
+        radial-gradient(at 80% 10%, rgba(108, 99, 255, 0.12) 0, transparent 50%),
+        radial-gradient(at 50% 80%, rgba(83, 52, 131, 0.1) 0, transparent 50%);
+}
+
+body.dark-mode .noticia-card {
+    background: rgba(31, 41, 64, 0.35);
+    backdrop-filter: blur(var(--blur-amount));
+    -webkit-backdrop-filter: blur(var(--blur-amount));
+    border: 1px solid rgba(255, 255, 255, 0.1);
+}
+
+body.dark-mode .noticia-card:hover {
+    background: rgba(31, 41, 64, 0.5);
+}
+
+body.dark-mode .noticia-card h3 a {
+    color: #fff;
+}
+
+body.dark-mode .noticia-summary {
+    color: #b0b0b0;
+}
+
+body.dark-mode input,
+body.dark-mode select,
+body.dark-mode textarea {
+    background: #2a3a5c;
+    color: #e0e0e0;
+    border-color: #3a3a5c;
+}
+
+body.dark-mode .floating-label-group input,
+body.dark-mode .floating-label-group textarea,
+body.dark-mode .floating-label-group select {
+    background: rgba(26, 26, 46, 0.8);
+    border-color: rgba(255, 255, 255, 0.15);
+    color: #fff;
+}
+
+body.dark-mode .floating-label-group input:focus + label,
+body.dark-mode .floating-label-group input:not(:placeholder-shown) + label {
+    background: var(--bg-color);
+    color: var(--accent-color);
+}
+
+body.dark-mode .card {
+    background: #1f2940;
+    border: 1px solid var(--border-color);
+}
+
+body.dark-mode header {
+    background: #16213e;
+    border-color: #e94560;
+}
+
+body.dark-mode .date-line {
+    border-color: #e94560;
+}
+
+body.dark-mode .nav-link:hover,
+body.dark-mode .dropbtn:hover,
+body.dark-mode .dropdown-content a:hover,
+body.dark-mode .dropdown-logout:hover {
+    background-color: rgba(255, 255, 255, 0.05);
+}
+
+body.dark-mode .dropdown-content {
+    background: rgba(22, 33, 62, 0.9);
+    backdrop-filter: blur(var(--blur-amount));
+    -webkit-backdrop-filter: blur(var(--blur-amount));
+    box-shadow: 0 8px 32px 0 rgba(0, 0, 0, 0.4);
+}
+
+body.dark-mode .btn-fav {
+    border-color: #444;
+    color: #888;
+}
+
+body.dark-mode .btn-fav:hover,
+body.dark-mode .btn-fav.active {
+    border-color: #f1c40f;
+    color: #f1c40f;
+}
+
+/* Smooth Transition */
+body,
+.container {
+    border-bottom-color: rgba(255, 255, 255, 0.15);
+}
+
+/* Improved Input Focus States */
+input:focus,
+select:focus,
+textarea:focus {
+    outline: none;
+    border-color: var(--accent-color);
+    box-shadow: 0 0 0 4px rgba(108, 99, 255, 0.15);
+    background: rgba(255, 255, 255, 0.7) !important;
+}
+
+body.dark-mode input:focus,
+body.dark-mode select:focus,
+body.dark-mode textarea:focus {
+    box-shadow: 0 0 0 4px rgba(233, 69, 96, 0.2);
+    background: rgba(36, 52, 75, 0.7) !important;
+}
+
+/* Scrollbar Styling for Modern Look */
+::-webkit-scrollbar {
+    width: 12px;
+}
+
+::-webkit-scrollbar-track {
+    background: rgba(0, 0, 0, 0.05);
+    border-radius: 10px;
+}
+
+::-webkit-scrollbar-thumb {
+    background: rgba(108, 99, 255, 0.3);
+    border-radius: 10px;
+}
+
+::-webkit-scrollbar-thumb:hover {
+    background: rgba(108, 99, 255, 0.5);
+}
+
+body.dark-mode ::-webkit-scrollbar-track {
+    background: rgba(255, 255, 255, 0.05);
+}
+
+body.dark-mode ::-webkit-scrollbar-thumb {
+    background: rgba(233, 69, 96, 0.3);
+}
+
+body.dark-mode ::-webkit-scrollbar-thumb:hover {
+    background: rgba(233, 69, 96, 0.5);
+}
+
+/* ================================
+   TOM SELECT OVERRIDES (For Dark Mode)
+================================ */
+.ts-control {
+    border-radius: 8px !important;
+    padding: 10px 12px !important;
+    border: 1px solid var(--glass-border) !important;
+    background: rgba(255,255,255,0.5) !important;
+}
+.ts-dropdown {
+    border-radius: 0 0 8px 8px !important;
+    border-color: var(--glass-border) !important;
+    background: #fff;
+    z-index: 2000 !important;
+}
+
+body.dark-mode .ts-control {
+    background: rgba(26, 26, 46, 0.8) !important;
+    border-color: rgba(255,255,255,0.15) !important;
+    color: #e0e0e0 !important;
+}
+body.dark-mode .ts-control input {
+    color: #e0e0e0 !important;
+}
+body.dark-mode .ts-dropdown {
+    background: #16213e !important;
+    color: #e0e0e0 !important;
+    border-color: rgba(255,255,255,0.15) !important;
+}
+body.dark-mode .ts-dropdown .active {
+    background-color: rgba(233, 69, 96, 0.2) !important;
+    color: #fff !important;
+}
+body.dark-mode .ts-dropdown .option:hover {
+    background-color: rgba(233, 69, 96, 0.2) !important;
+}
\ No newline at end of file
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diff --git a/templates/_feeds_table.html b/templates/_feeds_table.html
new file mode 100644
index 0000000..8a6f52c
--- /dev/null
+++ b/templates/_feeds_table.html
@@ -0,0 +1,128 @@
+<!-- Tabla -->
+<div id="feeds-table-container" class="feed-body" style="padding: 0;">
+    <div class="mt-2" style="margin: 10px 15px;">
+        {% set activos = total_feeds - feeds_caidos %}
+        <strong style="color: #27ae60;">{{ activos }} Activos</strong>
+        <span class="text-muted" style="margin-left: 5px;">(de {{ total_feeds }} Feeds)</span>
+
+        {% if filtro_pais_id or filtro_categoria_id or filtro_estado %}
+        <span class="text-muted" style="font-size:0.9em; margin-left: 10px;">(con filtros aplicados)</span>
+        {% endif %}
+    </div>
+
+    <table style="width:100%; border-collapse: collapse;">
+        <thead>
+            <tr style="background-color: rgba(0,0,0,0.05);">
+                <th style="padding: 12px 15px; text-align: left;">Nombre</th>
+                <th style="padding: 12px 15px; text-align: left;">Categoría</th>
+                <th style="padding: 12px 15px; text-align: left;">País</th>
+                <th style="padding: 12px 15px; text-align: center;">Noticias</th>
+                <th style="padding: 12px 15px; text-align: center;">Estado</th>
+                <th style="padding: 12px 15px; text-align: center;">Fallos</th>
+                <th style="padding: 12px 15px; text-align: right;">Acciones</th>
+            </tr>
+        </thead>
+        <tbody>
+            {% for feed in feeds %}
+            <tr {% if feed.fallos and feed.fallos> 0 %}style="background-color: rgba(192,57,43,0.05);" {% endif %}>
+                <td style="padding: 12px 15px; border-top: 1px solid var(--border-color);">
+                    <a href="{{ feed.url }}" target="_blank" title="{{ feed.url }}">{{ feed.nombre }}</a>
+                </td>
+
+                <td style="padding: 12px 15px; border-top: 1px solid var(--border-color);">
+                    {{ feed.categoria or 'N/A' }}
+                </td>
+
+                <td style="padding: 12px 15px; border-top: 1px solid var(--border-color);">
+                    {{ feed.pais or 'Global' }}
+                </td>
+
+                <td style="padding: 12px 15px; text-align:center; border-top: 1px solid var(--border-color);">
+                    <span class="badge"
+                        style="background: rgba(52, 152, 219, 0.1); color: #3498db; padding: 2px 8px; border-radius: 10px;">
+                        {{ feed.noticias_count or 0 }}
+                    </span>
+                </td>
+
+                <td style="padding: 12px 15px; text-align: center; border-top: 1px solid var(--border-color);">
+                    {% if not feed.activo %}
+                    <span style="color: #c0392b; font-weight: bold;" title="Inactivo">KO</span>
+                    {% elif feed.fallos and feed.fallos >= 5 %}
+                    <span style="color: #e67e22; font-weight: bold; cursor: help;"
+                        title="{{ feed.last_error or (feed.fallos ~ ' fallos') }}">⚠️</span>
+                    {% elif feed.fallos and feed.fallos > 0 %}
+                    <span style="color: #f39c12; font-weight: bold; cursor: help;"
+                        title="{{ feed.last_error or (feed.fallos ~ ' fallos') }}">OK</span>
+                    {% else %}
+                    <span style="color: #27ae60; font-weight: bold;">OK</span>
+                    {% endif %}
+                </td>
+
+                <td style="padding: 12px 15px; text-align:center; border-top: 1px solid var(--border-color);">
+                    {{ feed.fallos or 0 }}
+                </td>
+
+                <td style="padding: 12px 15px; text-align:right; border-top: 1px solid var(--border-color);">
+                    <a href="{{ url_for('feeds.edit_feed', feed_id=feed.id) }}" class="btn btn-small btn-info">
+                        <i class="fas fa-edit"></i>
+                    </a>
+
+                    <a href="{{ url_for('feeds.delete_feed', feed_id=feed.id) }}" class="btn btn-small btn-danger"
+                        onclick="return confirm('¿Estás seguro?')">
+                        <i class="fas fa-trash"></i>
+                    </a>
+
+                    {% if not feed.activo %}
+                    <a href="{{ url_for('feeds.reactivar_feed', feed_id=feed.id) }}" class="btn btn-small">
+                        <i class="fas fa-sync-alt"></i>
+                    </a>
+                    {% endif %}
+                </td>
+
+            </tr>
+            {% else %}
+            <tr>
+                <td colspan="6" style="padding:20px; text-align:center;">
+                    No hay feeds para mostrar.
+                    <a href="{{ url_for('feeds.add_feed') }}">Añade el primero</a>.
+                </td>
+            </tr>
+            {% endfor %}
+        </tbody>
+    </table>
+</div>
+
+<!-- Paginación -->
+{% if total_pages > 1 %}
+<nav class="pagination">
+    {% if page > 1 %}
+    <a href="{{ url_for('feeds.list_feeds',
+                            page=page-1,
+                            pais_id=filtro_pais_id,
+                            categoria_id=filtro_categoria_id,
+                            estado=filtro_estado) }}" class="page-link"
+        onclick="handlePageClick(event, this.href)">&laquo; Anterior</a>
+    {% endif %}
+
+    {% for p in range(1, total_pages + 1) %}
+    {% if p == page %}
+    <a href="#" class="page-link active">{{ p }}</a>
+    {% else %}
+    <a href="{{ url_for('feeds.list_feeds',
+                                page=p,
+                                pais_id=filtro_pais_id,
+                                categoria_id=filtro_categoria_id,
+                                estado=filtro_estado) }}" class="page-link"
+        onclick="handlePageClick(event, this.href)">{{ p }}</a>
+    {% endif %}
+    {% endfor %}
+
+    {% if page < total_pages %} <a href="{{ url_for('feeds.list_feeds',
+                            page=page+1,
+                            pais_id=filtro_pais_id,
+                            categoria_id=filtro_categoria_id,
+                            estado=filtro_estado) }}" class="page-link" onclick="handlePageClick(event, this.href)">
+        Siguiente &raquo;</a>
+        {% endif %}
+</nav>
+{% endif %}
\ No newline at end of file
diff --git a/templates/_noticias_list.html b/templates/_noticias_list.html
new file mode 100644
index 0000000..0c517fe
--- /dev/null
+++ b/templates/_noticias_list.html
@@ -0,0 +1,79 @@
+{% for n in noticias %}
+{% if n.traduccion_id %}
+{% set detalle_url = url_for('noticia.noticia', tr_id=n.traduccion_id) %}
+{% else %}
+{% set detalle_url = url_for('noticia.noticia', id=n.id) %}
+{% endif %}
+
+<article class="noticia-card">
+  <div class="noticia-card-image-wrapper">
+    <a href="{{ detalle_url }}">
+      {% if n.imagen_url %}
+      <img src="{{ n.imagen_url }}" alt="{{ n.titulo }}" loading="lazy"
+        onerror="this.style.display='none'; this.parentElement.querySelector('.no-image-placeholder').style.display='flex';">
+      <div class="no-image-placeholder" style="display:none;"></div>
+      {% else %}
+      <div class="no-image-placeholder"></div>
+      {% endif %}
+    </a>
+  </div>
+
+  <div class="noticia-card-content">
+    <div class="noticia-meta">
+      {{ n.fuente_nombre }}
+      {% if n.fecha %} &bull; {{ n.fecha|format_date }}{% endif %}
+      {% if n.pais %} &bull; {{ n.pais }}{% endif %}
+    </div>
+
+    <h3>
+      <a href="{{ detalle_url }}">
+        {% if use_tr and n.tiene_traduccion %}
+        {{ n.titulo_traducido }}
+        {% else %}
+        {{ n.titulo_original or n.titulo }}
+        {% endif %}
+      </a>
+    </h3>
+
+    <div class="noticia-summary">
+      {% if use_tr and n.tiene_traduccion %}
+      {{ (n.resumen_traducido or '') | striptags | truncate(200) }}
+      {% else %}
+      {{ (n.resumen_original or n.resumen) | striptags | truncate(200) }}
+      {% endif %}
+    </div>
+
+    <div class="noticia-actions">
+      <button class="btn-fav" data-id="{{ n.id }}" onclick="toggleFav(this)" title="Guardar">
+        <i class="far fa-star"></i>
+      </button>
+      <a href="{{ detalle_url }}" class="btn btn-sm">Leer más</a>
+    </div>
+  </div>
+</article>
+{% else %}
+<div style="grid-column: 1 / -1; text-align: center; padding: 50px;">
+  <p>No hay noticias para mostrar.</p>
+</div>
+{% endfor %}
+
+{# Pagination Logic #}
+{% if total_pages and total_pages > 1 %}
+<div
+  style="grid-column: 1 / -1; margin-top: 30px; text-align: center; padding-top: 20px; border-top: 1px solid var(--border-color);">
+  {% set current = page %}
+  {% if current > 1 %}
+  <button class="btn" data-page="{{ current - 1 }}"
+    onclick="setPage(this.getAttribute('data-page')); cargarNoticias(true);">Newer</button>
+  {% endif %}
+
+  <span style="margin: 0 15px; font-weight: bold; font-family: var(--secondary-font);">
+    Page {{ current }} of {{ total_pages }}
+  </span>
+
+  {% if current < total_pages %} <button class="btn" data-page="{{ current + 1 }}"
+    onclick="setPage(this.getAttribute('data-page')); cargarNoticias(true);">
+    Older</button>
+    {% endif %}
+</div>
+{% endif %}
\ No newline at end of file
diff --git a/templates/account.html b/templates/account.html
new file mode 100644
index 0000000..6085a3e
--- /dev/null
+++ b/templates/account.html
@@ -0,0 +1,183 @@
+{% extends "base.html" %}
+
+{% block title %}Tu Cuenta - {{ user.username }}{% endblock %}
+
+{% block content %}
+<div style="max-width: 900px; margin: 20px auto;">
+    <h2 style="margin-bottom: 30px;"><i class="fas fa-user-circle"></i> Tu Cuenta</h2>
+
+    <!-- User Info Card -->
+    <div style="background: #f9f9f9; padding: 25px; border-radius: 10px; margin-bottom: 25px;">
+        <h3 style="margin-top: 0; color: #6c63ff;">Información del Perfil</h3>
+        <div style="display: grid; grid-template-columns: 1fr 1fr; gap: 15px;">
+                <div style="text-align: center; margin-bottom: 15px;">
+                    {% if user.avatar_url %}
+                        <img src="{{ user.avatar_url }}" alt="Avatar" style="width: 120px; height: 120px; object-fit: cover; border-radius: 50%; border: 3px solid #6c63ff; box-shadow: 0 4px 6px rgba(0,0,0,0.1);">
+                    {% else %}
+                        <div style="width: 120px; height: 120px; background: #e0e0e0; border-radius: 50%; display: flex; align-items: center; justify-content: center; margin: 0 auto; color: #888; font-size: 50px;">
+                            <i class="fas fa-user"></i>
+                        </div>
+                    {% endif %}
+                    <form action="{{ url_for('account.upload_avatar') }}" method="post" enctype="multipart/form-data" style="margin-top: 15px;">
+                        <input type="file" name="avatar" id="avatar" accept="image/*" style="display: none;" onchange="this.form.submit()">
+                        <label for="avatar" style="cursor: pointer; padding: 6px 12px; border: 1px solid #6c63ff; color: #6c63ff; background: transparent; border-radius: 4px; font-size: 14px; transition: all 0.2s;">
+                            <i class="fas fa-camera"></i> Cambiar foto
+                        </label>
+                    </form>
+                </div>
+            </div>
+            <div>
+                <strong>Usuario:</strong> {{ user.username }}
+            </div>
+            <div>
+                <strong>Email:</strong> {{ user.email }}
+            </div>
+            <div>
+                <strong>Miembro desde:</strong> {{ user.created_at.strftime('%d/%m/%Y') }}
+            </div>
+            <div>
+                <strong>Último acceso:</strong> {{ user.last_login.strftime('%d/%m/%Y %H:%M') if user.last_login else
+                'N/A' }}
+            </div>
+        </div>
+    </div>
+
+    <!-- Statistics Card -->
+    <div style="background: #f9f9f9; padding: 25px; border-radius: 10px; margin-bottom: 25px;">
+        <h3 style="margin-top: 0; color: #6c63ff;">Estadísticas</h3>
+        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(200px, 1fr)); gap: 20px;">
+            <div style="text-align: center; padding: 15px; background: white; border-radius: 8px;">
+                <div style="font-size: 32px; font-weight: bold; color: #6c63ff;">{{ favorites_count }}</div>
+                <div style="color: #666; margin-top: 5px;">Favoritos guardados</div>
+            </div>
+            <div style="text-align: center; padding: 15px; background: white; border-radius: 8px;">
+                <div style="font-size: 32px; font-weight: bold; color: #6c63ff;">{{ searches_count }}</div>
+                <div style="color: #666; margin-top: 5px;">Búsquedas realizadas</div>
+            </div>
+        </div>
+    </div>
+
+    <!-- Recent Searches -->
+    {% if recent_searches %}
+    <div style="background: #f9f9f9; padding: 25px; border-radius: 10px; margin-bottom: 25px;">
+        <h3 style="margin-top: 0; color: #6c63ff;">Búsquedas Recientes</h3>
+        <div style="overflow-x: auto;">
+            <table style="width: 100%; border-collapse: collapse;">
+                <thead>
+                    <tr style="border-bottom: 2px solid #ddd;">
+                        <th style="padding: 10px; text-align: left;">Búsqueda</th>
+                        <th style="padding: 10px; text-align: center;">Resultados</th>
+                        <th style="padding: 10px; text-align: right;">Fecha</th>
+                    </tr>
+                </thead>
+                <tbody>
+                    {% for search in recent_searches %}
+                    <tr style="border-bottom: 1px solid #eee;">
+                        <td style="padding: 10px;">
+                            <a href="/api/search?q={{ search.query | urlencode }}"
+                                style="color: #6c63ff; text-decoration: none;">
+                                {{ search.query }}
+                            </a>
+                        </td>
+                        <td style="padding: 10px; text-align: center;">{{ search.results_count }}</td>
+                        <td style="padding: 10px; text-align: right; color: #666; font-size: 14px;">
+                            {{ search.searched_at.strftime('%d/%m/%Y %H:%M') }}
+                        </td>
+                    </tr>
+                    {% endfor %}
+                </tbody>
+            </table>
+        </div>
+        {% if searches_count > 10 %}
+        <div style="text-align: center; margin-top: 15px;">
+            <a href="{{ url_for('account.search_history') }}"
+                style="color: #6c63ff; text-decoration: none; font-weight: 500;">
+                Ver historial completo →
+            </a>
+        </div>
+        {% endif %}
+    </div>
+    {% endif %}
+
+    <!-- Recent Favorites -->
+    {% if recent_favorites %}
+    <div style="background: #f9f9f9; padding: 25px; border-radius: 10px; margin-bottom: 25px;">
+        <h3 style="margin-top: 0; color: #6c63ff;">Favoritos Recientes</h3>
+        <div style="display: grid; gap: 15px;">
+            {% for noticia in recent_favorites %}
+            <div style="display: flex; gap: 15px; padding: 15px; background: white; border-radius: 8px;">
+                {% if noticia.imagen_url %}
+                <img src="{{ noticia.imagen_url }}" alt=""
+                    style="width: 100px; height: 70px; object-fit: cover; border-radius: 5px;">
+                {% endif %}
+                <div style="flex: 1;">
+                    {% if noticia.traduccion_id %}
+                    <a href="/noticia?tr_id={{ noticia.traduccion_id }}"
+                        style="color: #333; text-decoration: none; font-weight: 500;">
+                        {{ noticia.titulo_trad or noticia.titulo }}
+                    </a>
+                    {% else %}
+                    <a href="/noticia?id={{ noticia.id }}"
+                        style="color: #333; text-decoration: none; font-weight: 500;">
+                        {{ noticia.titulo }}
+                    </a>
+                    {% endif %}
+                    <div style="color: #666; font-size: 12px; margin-top: 5px;">
+                        Guardado: {{ noticia.created_at.strftime('%d/%m/%Y') }}
+                    </div>
+                </div>
+            </div>
+            {% endfor %}
+        </div>
+        <div style="text-align: center; margin-top: 15px;">
+            <a href="{{ url_for('favoritos.view_favorites') }}"
+                style="color: #6c63ff; text-decoration: none; font-weight: 500;">
+                Ver todos los favoritos →
+            </a>
+        </div>
+    </div>
+    {% endif %}
+
+    <!-- Account Actions -->
+    <div style="background: #f9f9f9; padding: 25px; border-radius: 10px;">
+        <h3 style="margin-top: 0; color: #6c63ff;">Acciones</h3>
+
+        <!-- Change Password Form -->
+        <details style="margin-bottom: 20px;">
+            <summary style="cursor: pointer; font-weight: 500; padding: 10px; background: white; border-radius: 5px;">
+                <i class="fas fa-key"></i> Cambiar contraseña
+            </summary>
+            <form method="post" action="{{ url_for('account.change_password') }}"
+                style="margin-top: 15px; padding: 15px; background: white; border-radius: 5px;">
+                <div style="margin-bottom: 15px;">
+                    <label for="current_password" style="display: block; margin-bottom: 5px;">Contraseña actual</label>
+                    <input type="password" id="current_password" name="current_password" required
+                        style="width: 100%; padding: 8px; border: 1px solid #ddd; border-radius: 4px;">
+                </div>
+                <div style="margin-bottom: 15px;">
+                    <label for="new_password" style="display: block; margin-bottom: 5px;">Nueva contraseña</label>
+                    <input type="password" id="new_password" name="new_password" required minlength="6"
+                        style="width: 100%; padding: 8px; border: 1px solid #ddd; border-radius: 4px;">
+                </div>
+                <div style="margin-bottom: 15px;">
+                    <label for="new_password_confirm" style="display: block; margin-bottom: 5px;">Confirmar nueva
+                        contraseña</label>
+                    <input type="password" id="new_password_confirm" name="new_password_confirm" required minlength="6"
+                        style="width: 100%; padding: 8px; border: 1px solid #ddd; border-radius: 4px;">
+                </div>
+                <button type="submit"
+                    style="padding: 10px 20px; background: #6c63ff; color: white; border: none; border-radius: 5px; cursor: pointer;">
+                    Actualizar contraseña
+                </button>
+            </form>
+        </details>
+
+        <form method="post" action="{{ url_for('auth.logout') }}">
+            <button type="submit"
+                style="padding: 12px 24px; background: #dc3545; color: white; border: none; border-radius: 5px; cursor: pointer; font-size: 14px;">
+                <i class="fas fa-sign-out-alt"></i> Cerrar sesión
+            </button>
+        </form>
+    </div>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/add_feed.html b/templates/add_feed.html
new file mode 100644
index 0000000..39b5129
--- /dev/null
+++ b/templates/add_feed.html
@@ -0,0 +1,102 @@
+{% extends "base.html" %}
+{% block title %}Añadir Feed{% endblock %}
+
+{% block content %}
+<div class="card feed-detail-card"
+    style="padding: 40px; border-radius: 15px; background-color: var(--glass-bg); box-shadow: 0 10px 30px rgba(0,0,0,0.05); backdrop-filter: blur(10px);">
+    <h1
+        style="font-family: var(--primary-font); font-weight: 700; margin-bottom: 30px; border-bottom: 2px solid var(--accent-color); display: inline-block; padding-bottom: 10px;">
+        Añadir Feed
+    </h1>
+
+    <form action="{{ url_for('feeds.add_feed') }}" method="post" id="addFeedForm" class="form-grid">
+
+        <!-- Nombre -->
+        <div class="floating-label-group">
+            <input type="text" id="nombre" name="nombre" placeholder=" " required>
+            <label for="nombre">Nombre del feed</label>
+        </div>
+
+        <!-- Descripción -->
+        <div class="floating-label-group">
+            <textarea id="descripcion" name="descripcion" placeholder=" " rows="3"></textarea>
+            <label for="descripcion">Descripción (opcional)</label>
+        </div>
+
+        <!-- URL -->
+        <div class="floating-label-group">
+            <input type="url" id="url" name="url" placeholder=" " required>
+            <label for="url">URL del feed</label>
+        </div>
+
+        <div class="form-row" style="display: grid; grid-template-columns: 1fr 1fr; gap: 20px;">
+            <!-- Categoria (Searchable) -->
+            <div class="form-group">
+                <label for="categoria_id"
+                    style="display: block; margin-bottom: 8px; font-weight: 600;">Categoría</label>
+                <select id="categoria_id" name="categoria_id" class="searchable"
+                    placeholder="Selecciona una categoría...">
+                    <option value="">— Sin categoría —</option>
+                    {% for c in categorias %}
+                    <option value="{{ c.id }}">{{ c.nombre }}</option>
+                    {% endfor %}
+                </select>
+            </div>
+
+            <!-- Pais (Searchable) -->
+            <div class="form-group">
+                <label for="pais_id" style="display: block; margin-bottom: 8px; font-weight: 600;">País</label>
+                <select id="pais_id" name="pais_id" class="searchable" placeholder="Selecciona un país...">
+                    <option value="">Global</option>
+                    {% for p in paises %}
+                    <option value="{{ p.id }}">{{ p.nombre }}</option>
+                    {% endfor %}
+                </select>
+            </div>
+        </div>
+
+        <!-- Idioma & Submit -->
+        <div class="form-row"
+            style="display: grid; grid-template-columns: 1fr 2fr; gap: 20px; align-items: end; margin-top: 20px;">
+            <div class="floating-label-group" style="margin-bottom: 0;">
+                <input type="text" id="idioma" name="idioma" placeholder=" " maxlength="5">
+                <label for="idioma">Idioma (ej: es)</label>
+            </div>
+
+            <div class="form-actions" style="text-align: right;">
+                <a href="{{ url_for('feeds.list_feeds') }}" class="btn btn-secondary"
+                    style="margin-right: 10px; background: transparent; color: var(--text-color); border: 1px solid var(--border-color);">
+                    Cancelar
+                </a>
+                <button class="btn btn-primary" type="submit" id="submitBtn">
+                    <i class="fas fa-plus"></i> Añadir Feed
+                </button>
+            </div>
+        </div>
+    </form>
+</div>
+
+<script>
+    document.addEventListener("DOMContentLoaded", function () {
+        // Real-time URL Validation
+        const urlInput = document.getElementById('url');
+        const submitBtn = document.getElementById('submitBtn');
+
+        urlInput.addEventListener('input', function () {
+            if (this.value && this.validity.valid) {
+                this.style.borderColor = "#2ecc71"; // Green
+            } else if (this.value) {
+                this.style.borderColor = "#e74c3c"; // Red
+            } else {
+                this.style.borderColor = ""; // Reset
+            }
+        });
+
+        // Form Submit State
+        document.getElementById('addFeedForm').addEventListener('submit', function () {
+            submitBtn.disabled = true;
+            submitBtn.innerHTML = '<i class="fas fa-spinner fa-spin"></i> Guardando...';
+        });
+    });
+</script>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/add_feeds.html b/templates/add_feeds.html
new file mode 100644
index 0000000..1665a3c
--- /dev/null
+++ b/templates/add_feeds.html
@@ -0,0 +1,57 @@
+{% extends "base.html" %}
+
+{% block title %}Añadir Nuevo Feed{% endblock %}
+
+{% block content %}
+    <header>
+        <h1>Añadir Nuevo Feed</h1>
+        <p class="subtitle">Introduce los detalles de la nueva fuente de noticias RSS.</p>
+        <a href="{{ url_for('dashboard') }}" class="top-link" style="margin-top:15px;">← Volver al Dashboard</a>
+    </header>
+
+    <div class="form-section">
+        <form action="{{ url_for('add_feed') }}" method="post" autocomplete="off">
+            <div>
+                <label for="nombre">Nombre del feed</label>
+                <input id="nombre" name="nombre" type="text" placeholder="Ej: Noticias de Tecnología" required>
+            </div>
+
+            <div style="margin-top:15px;">
+                <label for="url">URL del RSS</label>
+                <input id="url" name="url" type="url" placeholder="https://ejemplo.com/rss" required>
+            </div>
+
+            <div style="margin-top:15px;">
+                <label for="descripcion">Descripción</label>
+                <textarea id="descripcion" name="descripcion" rows="2" placeholder="Breve descripción del contenido del feed"></textarea>
+            </div>
+
+            <div style="display: grid; grid-template-columns: 1fr 1fr 1fr; gap: 15px; margin-top: 15px;">
+                <div>
+                    <label for="categoria_id">Categoría</label>
+                    <select id="categoria_id" name="categoria_id" required>
+                        <option value="">— Elige categoría —</option>
+                        {% for cat in categorias %}
+                            <option value="{{ cat.id }}">{{ cat.nombre }}</option>
+                        {% endfor %}
+                    </select>
+                </div>
+                <div>
+                    <label for="pais_id">País</label>
+                    <select name="pais_id" id="pais_id">
+                        <option value="">— Global / No aplica —</option>
+                        {% for pais in paises %}
+                            <option value="{{ pais.id }}">{{ pais.nombre }}</option>
+                        {% endfor %}
+                    </select>
+                </div>
+                <div>
+                    <label for="idioma">Idioma (código)</label>
+                    <input id="idioma" name="idioma" type="text" maxlength="2" placeholder="ej: es, en">
+                </div>
+            </div>
+
+            <button type="submit" class="btn" style="margin-top: 25px; width: 100%;">Añadir Feed</button>
+        </form>
+    </div>
+{% endblock %}
diff --git a/templates/add_url.html b/templates/add_url.html
new file mode 100644
index 0000000..0ff8412
--- /dev/null
+++ b/templates/add_url.html
@@ -0,0 +1,59 @@
+{% extends "base.html" %}
+
+{% block title %}Añadir Noticia desde URL{% endblock %}
+
+{% block content %}
+<div class="container mt-4">
+    <div class="row justify-content-center">
+        <div class="col-md-8">
+            <div class="card">
+                <div class="card-header bg-info text-white">
+                    <h4 class="mb-0">Añadir Noticia desde URL</h4>
+                </div>
+                <div class="card-body">
+                    <p class="card-text text-muted">Pega la URL de un artículo de noticias. El sistema intentará extraer el título, resumen e imagen automáticamente.</p>
+                    <form action="{{ url_for('add_url') }}" method="post" class="mt-3">
+                        
+                        <!-- Campo para la URL -->
+                        <div class="mb-3">
+                            <label for="url" class="form-label"><strong>URL de la Noticia</strong></label>
+                            <input type="url" class="form-control" id="url" name="url" required placeholder="https://ejemplo.com/noticia-a-scrapear">
+                        </div>
+                        
+                        <!-- Selector de Categoría -->
+                        <div class="mb-3">
+                            <label for="categoria_id" class="form-label"><strong>Categoría</strong></label>
+                            <select class="form-select" id="categoria_id" name="categoria_id" required>
+                                <option value="" disabled selected>-- Selecciona una categoría --</option>
+                                {% for categoria in categorias %}
+                                    <option value="{{ categoria.id }}">{{ categoria.nombre }}</option>
+                                {% endfor %}
+                            </select>
+                        </div>
+
+                        <!-- Selector de País -->
+                        <div class="mb-3">
+                            <label for="pais_id" class="form-label"><strong>País</strong></label>
+                            <select class="form-select" id="pais_id" name="pais_id" required>
+                                <option value="" disabled selected>-- Selecciona un país --</option>
+                                {% for pais in paises %}
+                                    <option value="{{ pais.id }}">{{ pais.nombre }}</option>
+                                {% endfor %}
+                            </select>
+                        </div>
+
+                        <!-- Botones de Acción -->
+                        <div class="d-flex justify-content-end pt-3">
+                            <a href="{{ url_for('dashboard') }}" class="btn btn-secondary me-2">Cancelar</a>
+                            <button type="submit" class="btn btn-primary">Añadir Noticia</button>
+                        </div>
+
+                    </form>
+                </div>
+            </div>
+        </div>
+    </div>
+</div>
+{% endblock %}
+
+
diff --git a/templates/add_url_source.html b/templates/add_url_source.html
new file mode 100644
index 0000000..8572b8b
--- /dev/null
+++ b/templates/add_url_source.html
@@ -0,0 +1,74 @@
+{% extends "base.html" %}
+{% block title %}Añadir Fuente URL{% endblock %}
+
+{% block content %}
+<h1>Añadir Fuente URL</h1>
+
+<div style="margin-bottom: 25px;">
+    <div class="tabs" style="display: flex; gap: 10px; border-bottom: 2px solid #ddd; padding-bottom: 1px;">
+        <button class="tab-btn active" onclick="switchTab('manual')"
+            style="padding: 10px 20px; border: none; background: #fff; cursor: pointer; border-bottom: 3px solid #007bff; color: #007bff; font-weight: bold;">
+            <i class="fas fa-edit"></i> Añadir Manualmente
+        </button>
+        <a href="{{ url_for('feeds.discover_feed') }}" class="tab-btn"
+            style="padding: 10px 20px; border: none; background: #f8f9fa; cursor: pointer; text-decoration: none; color: #555; display: flex; align-items: center; gap: 8px;">
+            <i class="fas fa-search"></i> Analizar Web (Descubrimiento Automático)
+            <span class="badge"
+                style="background: #e9ecef; color: #555; font-size: 10px; padding: 2px 6px; border-radius: 4px;">RECOMENDADO</span>
+        </a>
+    </div>
+</div>
+
+<div class="card" id="manual-tab">
+    <div
+        style="margin-bottom: 20px; padding: 15px; background: #e3f2fd; border-radius: 8px; border-left: 4px solid #1976D2;">
+        <i class="fas fa-info-circle" style="color: #1976D2;"></i>
+        Utiliza esta opción para añadir una fuente de URL monitorizada manualmente. Si quieres buscar todos los feeds
+        RSS dentro de un sitio web, usa la pestaña <strong>Analizar Web</strong>.
+    </div>
+
+    <form method="post" action="{{ url_for('urls.add_url_source') }}" autocomplete="off">
+
+        <label for="nombre">Nombre</label>
+        <input id="nombre" name="nombre" type="text" required placeholder="Ej. El País">
+
+        <label for="url" style="margin-top:15px;">URL</label>
+        <input id="url" name="url" type="url" required placeholder="https://elpais.com">
+
+        <div style="display:grid;grid-template-columns:1fr 1fr;gap:15px;margin-top:15px;">
+            <div>
+                <label for="categoria_id">Categoría</label>
+                <select id="categoria_id" name="categoria_id">
+                    <option value="">— Sin categoría —</option>
+                    {% for c in categorias %}
+                    <option value="{{ c.id }}">{{ c.nombre }}</option>
+                    {% endfor %}
+                </select>
+            </div>
+
+            <div>
+                <label for="pais_id">País</label>
+                <select id="pais_id" name="pais_id">
+                    <option value="">— Global —</option>
+                    {% for p in paises %}
+                    <option value="{{ p.id }}">{{ p.nombre }}</option>
+                    {% endfor %}
+                </select>
+            </div>
+        </div>
+
+        <label for="idioma" style="margin-top:15px;">Idioma (2 letras)</label>
+        <input id="idioma" name="idioma" type="text" maxlength="2" value="es">
+
+        <div style="margin-top:20px;display:flex;gap:10px;justify-content:flex-end;">
+            <a href="{{ url_for('urls.manage_urls') }}" class="btn btn-secondary">Cancelar</a>
+            <button type="submit" class="btn btn-primary">
+                <i class="fas fa-save"></i> Guardar Fuente
+            </button>
+        </div>
+
+    </form>
+</div>
+
+<a href="{{ url_for('urls.manage_urls') }}" class="top-link">← Volver</a>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/base.html b/templates/base.html
new file mode 100644
index 0000000..cca564f
--- /dev/null
+++ b/templates/base.html
@@ -0,0 +1,448 @@
+<!DOCTYPE html>
+<html lang="es">
+
+<head>
+  <meta charset="utf-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <title>{% block title %}Agregador de Noticias RSS{% endblock %}</title>
+
+  <link rel="preconnect" href="https://fonts.googleapis.com">
+  <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+  <link
+    href="https://fonts.googleapis.com/css2?family=Poppins:wght@300;400;500;600;700&family=Roboto:wght@300;400;500;700&display=swap"
+    rel="stylesheet">
+  <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
+  <link rel="stylesheet" href="{{ url_for('static', filename='style.css') }}?v=10">
+  <!-- TomSelect CSS -->
+  <link href="https://cdn.jsdelivr.net/npm/tom-select@2.2.2/dist/css/tom-select.css" rel="stylesheet">
+
+  <style>
+    .badge {
+      display: inline-block;
+      font-size: .75rem;
+      line-height: 1;
+      padding: .35rem .5rem;
+      border-radius: .5rem;
+      background: var(--secondary-color, #6c63ff);
+      color: #fff;
+      margin-left: .4rem;
+    }
+
+    .switch {
+      position: relative;
+      display: inline-block;
+      width: 42px;
+      height: 22px;
+    }
+
+    .switch input {
+      opacity: 0;
+      width: 0;
+      height: 0;
+    }
+
+    .slider {
+      position: absolute;
+      cursor: pointer;
+      top: 0;
+      left: 0;
+      right: 0;
+      bottom: 0;
+      background: #ccc;
+      transition: .2s;
+      border-radius: 999px;
+    }
+
+    .slider:before {
+      position: absolute;
+      content: "";
+      height: 16px;
+      width: 16px;
+      left: 3px;
+      bottom: 3px;
+      background: #fff;
+      transition: .2s;
+      border-radius: 50%;
+    }
+
+    .switch input:checked+.slider {
+      background: var(--secondary-color, #6c63ff);
+    }
+
+    .switch input:checked+.slider:before {
+      transform: translateX(20px);
+    }
+  </style>
+</head>
+
+<body class="theme-rss2">
+  <div class="container">
+    <!-- Mobile/Global Nav Elements -->
+    <div class="mobile-header">
+      <div class="logo-mobile">
+        <a href="/">THE DAILY FEED</a>
+      </div>
+      <button class="mobile-menu-toggle" id="mobile-menu-toggle" aria-label="Abrir menú">
+        <i class="fas fa-bars"></i>
+      </button>
+    </div>
+
+    <div class="nav-overlay" id="nav-overlay"></div>
+
+    <!-- Desktop Header -->
+    <header class="desktop-header">
+      <div class="header-top-row">
+        <div class="header-title-wrapper">
+          <h1><a href="/" style="text-decoration: none; color: inherit;">THE DAILY FEED</a></h1>
+        </div>
+
+        <div class="header-user-menu">
+          <div class="dropdown">
+            {% if session.get('user_id') %}
+            <button class="nav-link dropbtn user-menu-large">
+              {% if session.get('avatar_url') %}
+              <img src="{{ session.get('avatar_url') }}" alt="Avatar"
+                style="width: 24px; height: 24px; border-radius: 50%; vertical-align: middle; object-fit: cover; margin-right: 5px;">
+              {% else %}
+              <i class="fas fa-user-circle"></i>
+              {% endif %}
+              {{ session.get('username') }} <i class="fas fa-chevron-down"></i>
+            </button>
+            <div class="dropdown-content dropdown-right">
+              <a href="{{ url_for('account.index') }}"><i class="fas fa-user"></i> Tu Cuenta</a>
+              <a href="{{ url_for('favoritos.view_favorites') }}"><i class="fas fa-star"></i> Mis Favoritos</a>
+              <a href="{{ url_for('account.index', _anchor='search-history') }}"><i class="fas fa-history"></i>
+                Historial</a>
+              <div class="dropdown-divider"></div>
+              <form action="{{ url_for('auth.logout') }}" method="post" style="margin: 0;">
+                <button type="submit" class="dropdown-logout">
+                  <i class="fas fa-sign-out-alt"></i> Cerrar Sesión
+                </button>
+              </form>
+            </div>
+            {% else %}
+            <button class="nav-link dropbtn user-menu-large">
+              <i class="fas fa-user"></i> Cuenta <i class="fas fa-chevron-down"></i>
+            </button>
+            <div class="dropdown-content dropdown-right">
+              <a href="{{ url_for('auth.login') }}"><i class="fas fa-sign-in-alt"></i> Iniciar Sesión</a>
+              <a href="{{ url_for('auth.register') }}"><i class="fas fa-user-plus"></i> Registrarse</a>
+            </div>
+            {% endif %}
+          </div>
+        </div>
+      </div>
+      <div class="header-date">
+        <span id="current-date-header"></span> |
+        MADRID: <span id="madrid-time">--:--:--</span>
+      </div>
+    </header>
+
+    <nav class="main-nav" id="main-nav">
+      <div class="nav-content-wrapper">
+        <div class="nav-left">
+          <a href="{{ url_for('home.home') }}" class="nav-link">Inicio</a>
+
+          <div class="dropdown">
+            <button class="nav-link dropbtn">Noticias <i class="fas fa-chevron-down"></i></button>
+            <div class="dropdown-content">
+              <a href="{{ url_for('home.home') }}">Todas las Noticias</a>
+              <a href="{{ url_for('topics.monitor') }}">Temas</a>
+              <a href="{{ url_for('favoritos.view_favorites') }}">Favoritos</a>
+            </div>
+          </div>
+
+          <div class="dropdown">
+            <button class="nav-link dropbtn">Análisis <i class="fas fa-chevron-down"></i></button>
+            <div class="dropdown-content">
+              <a href="{{ url_for('stats.index') }}">Estadísticas</a>
+              <a href="{{ url_for('stats.entities_dashboard') }}">Monitor de Entidades</a>
+              <a href="{{ url_for('conflicts.index') }}">Conflictos</a>
+            </div>
+          </div>
+
+          <div class="dropdown">
+            <button class="nav-link dropbtn">Admin <i class="fas fa-chevron-down"></i></button>
+            <div class="dropdown-content">
+              <a href="{{ url_for('feeds.list_feeds') }}">Gestión de Feeds</a>
+              <a href="{{ url_for('feeds.discover_feed') }}"><i class="fas fa-search-plus"></i> Descubrir Feeds</a>
+              <a href="{{ url_for('urls.manage_urls') }}">Gestión de URLs</a>
+              <a href="{{ url_for('backup.restore_feeds') }}">Importar Feeds</a>
+              <a href="{{ url_for('backup.backup_feeds') }}">Exportar Feeds</a>
+              <a href="{{ url_for('config.config_home') }}">Configuración</a>
+            </div>
+          </div>
+        </div>
+
+        <div class="nav-right">
+          <button id="dark-mode-toggle" class="icon-btn" title="Cambiar tema">
+            <i class="fas fa-moon"></i>
+          </button>
+        </div>
+      </div>
+    </nav>
+    <script>
+      (function () {
+        const options = { weekday: 'long', year: 'numeric', month: 'long', day: 'numeric' };
+        const dateStr = new Date().toLocaleDateString('es-ES', options);
+        const dateHeader = document.getElementById('current-date-header');
+        if (dateHeader) dateHeader.textContent = dateStr;
+
+        function updateMadridTime() {
+          const now = new Date();
+          const timeString = now.toLocaleTimeString('es-ES', { timeZone: 'Europe/Madrid' });
+          const el = document.getElementById('madrid-time');
+          if (el) el.textContent = timeString;
+        }
+        setInterval(updateMadridTime, 1000);
+        updateMadridTime();
+      })();
+    </script>
+
+
+    {% with messages = get_flashed_messages(with_categories=true) %}
+    {% if messages %}
+    <ul class="flash-messages">
+      {% for category, message in messages %}
+      <li class="{{ category }}">{{ message }}</li>
+      {% endfor %}
+    </ul>
+    {% endif %}
+    {% endwith %}
+
+    {% block content %}{% endblock %}
+  </div>
+
+  <!-- TomSelect JS -->
+  <script src="https://cdn.jsdelivr.net/npm/tom-select@2.2.2/dist/js/tom-select.complete.min.js"></script>
+  <script>
+    // Global Tool to Init Selects
+    function initSearchableSelects(selector = 'select.searchable') {
+      document.querySelectorAll(selector).forEach((el) => {
+        if (!el.tomselect) {
+          new TomSelect(el, {
+            create: false,
+            sortField: { field: "text", direction: "asc" },
+            plugins: ['dropdown_input'],
+            maxItems: 1
+          });
+        }
+      });
+    }
+
+    // Dark Mode Toggle
+    const darkModeToggle = document.getElementById('dark-mode-toggle');
+    const icon = darkModeToggle.querySelector('i');
+
+    // Check saved preference
+    if (localStorage.getItem('darkMode') === 'true') {
+      document.body.classList.add('dark-mode');
+      icon.classList.replace('fa-moon', 'fa-sun');
+    }
+
+    darkModeToggle.addEventListener('click', () => {
+      document.body.classList.toggle('dark-mode');
+      const isDark = document.body.classList.contains('dark-mode');
+      localStorage.setItem('darkMode', isDark);
+      icon.classList.replace(isDark ? 'fa-moon' : 'fa-sun', isDark ? 'fa-sun' : 'fa-moon');
+    });
+
+    // ========== FAVORITES ==========
+    async function toggleFav(btn) {
+      const id = btn.dataset.id;
+      try {
+        const response = await fetch(`/favoritos/toggle/${id}`, { method: 'POST' });
+        if (response.ok) {
+          const data = await response.json();
+          btn.classList.toggle('active', data.is_favorite);
+          const i = btn.querySelector('i');
+          i.className = data.is_favorite ? 'fas fa-star' : 'far fa-star';
+        }
+      } catch (e) { console.error("Error favoritos", e); }
+    }
+
+    // Load saved favorites on page load
+    async function loadFavorites() {
+      try {
+        const response = await fetch('/favoritos/ids');
+        if (response.ok) {
+          const data = await response.json();
+          const favIds = new Set(data.ids);
+          document.querySelectorAll('.btn-fav').forEach(btn => {
+            if (favIds.has(btn.dataset.id)) {
+              btn.classList.add('active');
+              btn.querySelector('i').className = 'fas fa-star';
+            }
+          });
+        }
+      } catch (e) { /* ignore */ }
+    }
+
+    // Run on page load
+    if (document.querySelector('.btn-fav')) {
+      loadFavorites();
+    }
+
+    // ========== READ HISTORY ==========
+    const READ_STORAGE_KEY = 'readHistory';
+    const MAX_READ_ITEMS = 500;
+
+    function getReadHistory() {
+      try {
+        return JSON.parse(localStorage.getItem(READ_STORAGE_KEY)) || [];
+      } catch { return []; }
+    }
+
+    function markAsRead(id) {
+      const history = getReadHistory();
+      if (!history.includes(id)) {
+        history.unshift(id);
+        if (history.length > MAX_READ_ITEMS) history.pop();
+        localStorage.setItem(READ_STORAGE_KEY, JSON.stringify(history));
+      }
+    }
+
+    function applyReadStyles() {
+      const history = new Set(getReadHistory());
+      document.querySelectorAll('.noticia-card').forEach(card => {
+        const link = card.querySelector('a[href*="/noticia"]');
+        if (link) {
+          const href = link.getAttribute('href');
+          // Extract ID from URL
+          const match = href.match(/[?&](?:id|tr_id)=([^&]+)/);
+          if (match && history.has(match[1])) {
+            card.classList.add('is-read');
+          }
+        }
+      });
+    }
+
+    // Track clicks on news links
+    document.addEventListener('click', (e) => {
+      const link = e.target.closest('a[href*="/noticia"]');
+      if (link) {
+        const href = link.getAttribute('href');
+        const match = href.match(/[?&](?:id|tr_id)=([^&]+)/);
+        if (match) {
+          markAsRead(match[1]);
+        }
+      }
+    });
+
+    // ========== NOTIFICATIONS ==========
+    let lastCheck = new Date().toISOString();
+
+    async function checkNotifications() {
+      if (Notification.permission !== "granted") return;
+
+      try {
+        const response = await fetch(`/api/notifications/check?last_check=${lastCheck}`);
+        const data = await response.json();
+
+        if (data.has_news) {
+          lastCheck = data.timestamp;
+          new Notification("The Daily Feed", {
+            body: data.message,
+            icon: "/static/favicon.ico" // Assuming generic icon
+          });
+        } else {
+          // Update timestamp to now to avoid checking old news if server time drifts
+          lastCheck = new Date().toISOString();
+        }
+      } catch (e) {
+        console.error("Notification check failed", e);
+      }
+    }
+
+    // Request permission on load
+    if ("Notification" in window) {
+      if (Notification.permission === "default") {
+        // Add a small button or toast to ask for permission instead of auto-prompting which is annoying
+        // For this demo, we'll auto-check on first interaction if possible, or just log
+        console.log("Notifications available, waiting for permission.");
+      }
+
+      // Check every 60 seconds
+      setInterval(checkNotifications, 60000);
+    }
+
+    // Add bell icon to enable notifications if not granted
+    document.addEventListener('DOMContentLoaded', () => {
+      if (Notification.permission !== 'granted' && Notification.permission !== 'denied') {
+        const nav = document.querySelector('.main-nav');
+        const btn = document.createElement('button');
+        btn.className = 'nav-link';
+        btn.innerHTML = '<i class="fas fa-bell"></i>';
+        btn.style.background = 'none';
+        btn.style.border = 'none';
+        btn.style.cursor = 'pointer';
+        btn.title = 'Activar notificaciones';
+        btn.onclick = () => {
+          Notification.requestPermission().then(permission => {
+            if (permission === "granted") {
+              btn.style.display = 'none';
+              new Notification("The Daily Feed", { body: "¡Notificaciones activadas!" });
+            }
+          });
+        };
+        nav.appendChild(btn);
+      }
+
+      // Init Selects
+      initSearchableSelects();
+    });
+
+    // Apply read styles on load
+    applyReadStyles();
+
+    // ========== MOBILE NAVIGATION (BULLETPROOF) ==========
+    const mobileMenuToggle = document.getElementById('mobile-menu-toggle');
+    const mainNav = document.getElementById('main-nav');
+    const navOverlay = document.getElementById('nav-overlay');
+
+    function toggleMenu() {
+      const isOpen = mainNav.classList.toggle('active');
+      navOverlay.classList.toggle('active');
+      document.body.classList.toggle('no-scroll', isOpen);
+      const icon = mobileMenuToggle.querySelector('i');
+      icon.className = isOpen ? 'fas fa-times' : 'fas fa-bars';
+    }
+
+    if (mobileMenuToggle) {
+      mobileMenuToggle.onclick = (e) => {
+        e.preventDefault();
+        e.stopPropagation();
+        toggleMenu();
+      };
+    }
+
+    if (navOverlay) {
+      navOverlay.onclick = toggleMenu;
+    }
+
+    // Interactive Dropdowns for Touch/Click
+    document.querySelectorAll('.dropbtn').forEach(btn => {
+      btn.onclick = (e) => {
+        if (window.innerWidth <= 768) {
+          e.preventDefault();
+          e.stopPropagation();
+          const dropdown = btn.parentNode;
+          const wasOpen = dropdown.classList.contains('is-open');
+
+          // Close other open ones
+          document.querySelectorAll('.dropdown.is-open').forEach(d => d.classList.remove('is-open'));
+
+          // Toggle current
+          if (!wasOpen) dropdown.classList.add('is-open');
+        }
+      };
+    });
+
+    // Close on escape
+    document.addEventListener('keydown', (e) => {
+      if (e.key === 'Escape' && mainNav.classList.contains('active')) toggleMenu();
+    });
+  </script>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/templates/config.html b/templates/config.html
new file mode 100644
index 0000000..279ac37
--- /dev/null
+++ b/templates/config.html
@@ -0,0 +1,452 @@
+{% extends "base.html" %}
+{% block title %}Configuración{% endblock %}
+
+{% block content %}
+<div id="backup-overlay"
+  style="display:none; position:fixed; top:0; left:0; width:100%; height:100%; background:rgba(0,0,0,0.9); z-index:9999; flex-direction:column; justify-content:center; align-items:center; color:white; padding: 2rem; text-align: center;">
+  <i class="fas fa-database fa-spin fa-3x" style="margin-bottom:20px; color: var(--accent-color);"></i>
+  <h2 id="backup-title">Preparando backup...</h2>
+  <div
+    style="width: 100%; max-width: 400px; background: #333; border-radius: 10px; height: 10px; margin: 20px 0; overflow: hidden;">
+    <div id="backup-progress-bar"
+      style="width: 0%; height: 100%; background: var(--accent-color); transition: width 0.3s;"></div>
+  </div>
+  <p id="backup-status-text">Calculando noticias...</p>
+  <button id="btn-close-backup" onclick="hideBackupLoading()" class="btn btn-secondary"
+    style="margin-top:20px; display: none;">Cerrar</button>
+</div>
+
+<script>
+  let isBackupRunning = false;
+  let autoReloadTimer = null;
+
+  function startAutoReload() {
+    if (!isBackupRunning) {
+      autoReloadTimer = setTimeout(() => location.reload(), 30000);
+    }
+  }
+
+  function stopAutoReload() {
+    if (autoReloadTimer) clearTimeout(autoReloadTimer);
+  }
+
+  function startBackup() {
+    isBackupRunning = true;
+    stopAutoReload();
+    document.getElementById('backup-overlay').style.display = 'flex';
+    document.getElementById('backup-title').innerText = "Iniciando Backup...";
+    document.getElementById('backup-progress-bar').style.width = '0%';
+    document.getElementById('btn-close-backup').style.display = 'none';
+
+    fetch('/config/backup/start')
+      .then(r => r.json())
+      .then(data => {
+        pollBackupStatus(data.task_id);
+      })
+      .catch(err => {
+        alert("Error al iniciar backup");
+        hideBackupLoading();
+      });
+  }
+
+  function pollBackupStatus(taskId) {
+    fetch(`/config/backup/status/${taskId}`)
+      .then(r => r.json())
+      .then(data => {
+        if (data.status === 'processing' || data.status === 'initializing') {
+          updateBackupUI(data);
+          setTimeout(() => pollBackupStatus(taskId), 2000);
+        } else if (data.status === 'completed') {
+          updateBackupUI(data);
+          document.getElementById('backup-title').innerText = "¡Backup Completado!";
+          document.getElementById('backup-status-text').innerText = "Iniciando descarga...";
+          window.location.href = `/config/backup/download/${taskId}`;
+          document.getElementById('btn-close-backup').style.display = 'block';
+          isBackupRunning = false;
+          startAutoReload();
+        } else if (data.status === 'error') {
+          alert("Error: " + data.error);
+          hideBackupLoading();
+        }
+      });
+  }
+
+  function updateBackupUI(data) {
+    if (data.total > 0) {
+      const percent = Math.round((data.progress / data.total) * 100);
+      document.getElementById('backup-progress-bar').style.width = percent + '%';
+      document.getElementById('backup-status-text').innerText = `Procesando: ${data.progress.toLocaleString()} / ${data.total.toLocaleString()} (${percent}%)`;
+      document.getElementById('backup-title').innerText = "Generando archivo ZIP...";
+    }
+  }
+
+  function hideBackupLoading() {
+    document.getElementById('backup-overlay').style.display = 'none';
+    isBackupRunning = false;
+    startAutoReload();
+  }
+
+  // Initialize auto-reload
+  startAutoReload();
+</script>
+<div class="config-page">
+  <h2><i class="fas fa-cog"></i> Configuración</h2>
+
+
+
+  <div class="config-grid">
+    <!-- Translator Card -->
+    <div class="config-card card-wide"
+      style="display: flex; align-items: center; justify-content: center; min-height: 120px;">
+      <a href="{{ url_for('config.translator_config') }}" class="btn btn-dark-outline"
+        style="font-size: 1.1rem; padding: 1rem 2rem;">
+        <i class="fas fa-robot"></i> Configurar Modelo
+      </a>
+    </div>
+
+    <!-- Backup Card -->
+    <div class="config-card">
+      <div class="card-header">
+        <div class="card-icon"><i class="fas fa-file-archive"></i></div>
+      </div>
+      <h3>Backup (ZIP)</h3>
+      <p>Exporta todas las noticias y traducciones en un archivo comprimido (ZIP) para ahorrar espacio.</p>
+      <button onclick="startBackup()" class="btn btn-dark" id="btn-start-backup">
+        <i class="fas fa-file-download"></i> Descargar ZIP (con progreso)
+      </button>
+
+      <div style="margin-top:10px; padding-top:10px; border-top:1px solid #eee;">
+        <small style="display:block; margin-bottom:5px; color:#666;">Metadatos:</small>
+        <div style="display:flex; gap:10px;">
+          <a href="{{ url_for('backup.export_paises') }}" class="btn btn-small btn-secondary_outline"
+            style="font-size:0.8em; padding:5px 10px;">
+            <i class="fas fa-file-csv"></i> Países
+          </a>
+          <a href="{{ url_for('backup.export_categorias') }}" class="btn btn-small btn-secondary_outline"
+            style="font-size:0.8em; padding:5px 10px;">
+            <i class="fas fa-file-csv"></i> Categorías
+          </a>
+        </div>
+      </div>
+    </div>
+
+    <!-- Restore Card -->
+    <div class="config-card">
+      <div class="card-header">
+        <div class="card-icon"><i class="fas fa-upload"></i></div>
+      </div>
+      <h3>Restaurar</h3>
+      <p>Importa datos desde un backup en formato <strong>JSON</strong> o <strong>ZIP</strong>.</p>
+      <a href="{{ url_for('config.restore_noticias') }}" class="btn btn-dark-outline">
+        <i class="fas fa-upload"></i> Subir Backup
+      </a>
+    </div>
+  </div>
+</div>
+
+<style>
+  .config-page h2 {
+    margin-bottom: 1.5rem;
+    display: flex;
+    align-items: center;
+    gap: 0.5rem;
+    font-family: 'Playfair Display', 'Times New Roman', serif;
+    font-weight: 700;
+    letter-spacing: -0.02em;
+  }
+
+  /* Stats Banner */
+  .stats-banner {
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    gap: 1.5rem;
+    padding: 1rem 1.5rem;
+    background: #111;
+    border-radius: 8px;
+    margin-bottom: 2rem;
+    box-shadow: 0 4px 20px rgba(0, 0, 0, 0.2);
+  }
+
+  .stat-item {
+    text-align: center;
+  }
+
+  .stat-value {
+    font-size: 1.75rem;
+    font-weight: 700;
+    color: #fff;
+    font-family: 'Poppins', sans-serif;
+    line-height: 1;
+  }
+
+  .stat-value.stat-warning {
+    color: #ffc107;
+  }
+
+  .stat-value.stat-processing {
+    color: #17a2b8;
+  }
+
+  .stat-value.stat-error {
+    color: #dc3545;
+  }
+
+  .stat-label {
+    font-size: 0.7rem;
+    color: rgba(255, 255, 255, 0.6);
+    text-transform: uppercase;
+    letter-spacing: 0.05em;
+    margin-top: 0.25rem;
+  }
+
+  .stat-divider {
+    width: 1px;
+    height: 40px;
+    background: rgba(255, 255, 255, 0.15);
+  }
+
+  /* Cards Grid */
+  .config-grid {
+    display: grid;
+    grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
+    gap: 1.5rem;
+  }
+
+  .config-card {
+    background: var(--card-bg, #fff);
+    border-radius: 12px;
+    padding: 1.5rem;
+    box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);
+    display: flex;
+    flex-direction: column;
+    gap: 0.75rem;
+    transition: transform 0.2s, box-shadow 0.2s;
+    border-top: 3px solid #111;
+  }
+
+  .config-card.card-wide {
+    grid-column: span 2;
+  }
+
+  @media (max-width: 700px) {
+    .config-card.card-wide {
+      grid-column: span 1;
+    }
+  }
+
+  .config-card:hover {
+    transform: translateY(-2px);
+    box-shadow: 0 8px 24px rgba(0, 0, 0, 0.12);
+  }
+
+  .card-header {
+    display: flex;
+    justify-content: space-between;
+    align-items: flex-start;
+  }
+
+  .card-icon {
+    font-size: 1.75rem;
+    color: #111;
+  }
+
+  .card-status {
+    display: flex;
+    align-items: center;
+    gap: 0.35rem;
+    font-size: 0.7rem;
+    text-transform: uppercase;
+    letter-spacing: 0.05em;
+    color: #28a745;
+    font-weight: 600;
+  }
+
+  .card-status .pulse {
+    width: 8px;
+    height: 8px;
+    background: #28a745;
+    border-radius: 50%;
+    animation: pulse 2s infinite;
+  }
+
+  @keyframes pulse {
+
+    0%,
+    100% {
+      opacity: 1;
+      transform: scale(1);
+    }
+
+    50% {
+      opacity: 0.5;
+      transform: scale(1.2);
+    }
+  }
+
+  .config-card h3 {
+    margin: 0;
+    font-size: 1.25rem;
+    font-family: 'Playfair Display', 'Times New Roman', serif;
+    font-weight: 600;
+  }
+
+  .config-card p {
+    color: var(--text-muted, #666);
+    font-size: 0.9rem;
+    margin: 0;
+    line-height: 1.5;
+  }
+
+  /* Big Stats */
+  .big-stats {
+    display: flex;
+    gap: 2rem;
+    margin: 1rem 0;
+    padding: 1rem 0;
+    border-top: 1px solid var(--border-color, #eee);
+    border-bottom: 1px solid var(--border-color, #eee);
+  }
+
+  .big-stat {
+    text-align: center;
+    flex: 1;
+  }
+
+  .big-stat .big-number {
+    font-size: 2.5rem;
+    font-weight: 800;
+    color: #111;
+    font-family: 'Poppins', sans-serif;
+    line-height: 1;
+  }
+
+  .big-stat .big-label {
+    font-size: 0.75rem;
+    color: var(--text-muted, #666);
+    text-transform: uppercase;
+    letter-spacing: 0.05em;
+    margin-top: 0.35rem;
+  }
+
+  .big-stat.highlight .big-number {
+    color: #28a745;
+  }
+
+  .card-values {
+    display: flex;
+    flex-wrap: wrap;
+    gap: 0.5rem;
+  }
+
+  .card-values code {
+    background: #f4f4f4;
+    padding: 0.25rem 0.5rem;
+    border-radius: 4px;
+    font-size: 0.75rem;
+    font-family: 'JetBrains Mono', monospace;
+  }
+
+  /* Buttons - Black Theme */
+  .btn {
+    display: inline-flex;
+    align-items: center;
+    justify-content: center;
+    gap: 0.5rem;
+    padding: 0.75rem 1.5rem;
+    border: none;
+    border-radius: 6px;
+    font-size: 0.85rem;
+    font-weight: 600;
+    cursor: pointer;
+    text-decoration: none;
+    text-transform: uppercase;
+    letter-spacing: 0.03em;
+    transition: all 0.2s;
+  }
+
+  .btn:hover {
+    transform: translateY(-1px);
+    box-shadow: 0 4px 12px rgba(0, 0, 0, 0.2);
+  }
+
+  .btn-dark {
+    background: #111;
+    color: #fff;
+  }
+
+  .btn-dark:hover {
+    background: #333;
+  }
+
+  .btn-dark-outline {
+    background: transparent;
+    color: #111;
+    border: 2px solid #111;
+  }
+
+  .btn-dark-outline:hover {
+    background: #111;
+    color: #fff;
+  }
+
+  /* Dark Mode */
+  .dark-mode .config-card {
+    background: var(--card-bg-dark, #1e1e1e);
+    border-top-color: #fff;
+  }
+
+  .dark-mode .card-icon {
+    color: #fff;
+  }
+
+  .dark-mode .big-stat .big-number {
+    color: #fff;
+  }
+
+  .dark-mode .card-values code {
+    background: #333;
+  }
+
+  .dark-mode .stats-banner {
+    background: #000;
+  }
+
+  .dark-mode .btn-dark {
+    background: #fff;
+    color: #111;
+  }
+
+  .dark-mode .btn-dark-outline {
+    border-color: #fff;
+    color: #fff;
+  }
+
+  .dark-mode .btn-dark-outline:hover {
+    background: #fff;
+    color: #111;
+  }
+
+  /* Responsive */
+  @media (max-width: 600px) {
+    .stats-banner {
+      flex-wrap: wrap;
+      gap: 1rem;
+    }
+
+    .stat-divider {
+      display: none;
+    }
+
+    .stat-item {
+      flex: 0 0 45%;
+    }
+
+    .big-stats {
+      flex-direction: column;
+      gap: 1rem;
+    }
+  }
+</style>
+
+{% endblock %}
\ No newline at end of file
diff --git a/templates/config_restore.html b/templates/config_restore.html
new file mode 100644
index 0000000..2e8bd99
--- /dev/null
+++ b/templates/config_restore.html
@@ -0,0 +1,160 @@
+{% extends "base.html" %}
+{% block title %}Restaurar Noticias{% endblock %}
+
+{% block content %}
+<div class="config-form-page">
+    <h2><i class="fas fa-upload"></i> Restaurar Noticias</h2>
+
+    <div class="restore-warning">
+        <i class="fas fa-exclamation-triangle"></i>
+        <p>Esta acción importará noticias y traducciones desde un archivo de backup.
+            Las noticias existentes con el mismo ID serán actualizadas.</p>
+    </div>
+
+    <form method="POST" enctype="multipart/form-data" class="config-form">
+        <div class="form-group">
+            <label for="file">
+                <i class="fas fa-file-upload"></i> Archivo de Backup (JSON)
+            </label>
+            <input type="file" id="file" name="file" required>
+            <small>Selecciona un archivo JSON generado por el backup</small>
+        </div>
+
+        <div class="form-actions">
+            <a href="{{ url_for('config.config_home') }}" class="btn btn-secondary">
+                <i class="fas fa-arrow-left"></i> Cancelar
+            </a>
+            <button type="submit" class="btn btn-primary" onclick="showLoading()">
+                <i class="fas fa-upload"></i> Restaurar Backup
+            </button>
+        </div>
+    </form>
+
+    <div id="loading-overlay"
+        style="display:none; position:fixed; top:0; left:0; width:100%; height:100%; background:rgba(0,0,0,0.8); z-index:9999; flex-direction:column; justify-content:center; align-items:center; color:white;">
+        <i class="fas fa-spinner fa-spin fa-3x" style="margin-bottom:20px;"></i>
+        <h2>Restaurando noticias...</h2>
+        <p>Por favor espere, esto puede tardar unos minutos.</p>
+    </div>
+
+    <script>
+        function showLoading() {
+            const fileInput = document.querySelector('input[name="file"]');
+            if (fileInput && fileInput.files.length > 0) {
+                document.getElementById('loading-overlay').style.display = 'flex';
+            }
+        }
+    </script>
+</div>
+
+<style>
+    .config-form-page h2 {
+        margin-bottom: 1.5rem;
+        display: flex;
+        align-items: center;
+        gap: 0.5rem;
+    }
+
+    .restore-warning {
+        display: flex;
+        align-items: flex-start;
+        gap: 1rem;
+        padding: 1rem;
+        background: #fff3cd;
+        border-left: 4px solid #ffc107;
+        border-radius: 8px;
+        margin-bottom: 1.5rem;
+        max-width: 500px;
+    }
+
+    .restore-warning i {
+        color: #856404;
+        font-size: 1.25rem;
+        flex-shrink: 0;
+    }
+
+    .restore-warning p {
+        margin: 0;
+        color: #856404;
+        font-size: 0.9rem;
+    }
+
+    .config-form {
+        max-width: 500px;
+        background: var(--card-bg, #fff);
+        padding: 1.5rem;
+        border-radius: 12px;
+        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);
+    }
+
+    .form-group {
+        margin-bottom: 1.25rem;
+    }
+
+    .form-group label {
+        display: flex;
+        align-items: center;
+        gap: 0.5rem;
+        font-weight: 500;
+        margin-bottom: 0.5rem;
+    }
+
+    .form-group input[type="file"] {
+        width: 100%;
+        padding: 0.6rem;
+        border: 2px dashed var(--border-color, #ddd);
+        border-radius: 8px;
+        background: var(--input-bg, #fafafa);
+    }
+
+    .form-group small {
+        display: block;
+        margin-top: 0.35rem;
+        color: var(--text-muted, #666);
+        font-size: 0.8rem;
+    }
+
+    .form-actions {
+        display: flex;
+        gap: 1rem;
+        justify-content: flex-end;
+        margin-top: 1.5rem;
+    }
+
+    .btn {
+        display: inline-flex;
+        align-items: center;
+        gap: 0.5rem;
+        padding: 0.6rem 1rem;
+        border: none;
+        border-radius: 8px;
+        font-size: 0.9rem;
+        cursor: pointer;
+        text-decoration: none;
+    }
+
+    .btn-secondary {
+        background: #6c757d;
+        color: #fff;
+    }
+
+    .btn-warning {
+        background: #ffc107;
+        color: #212529;
+    }
+
+    .dark-mode .config-form {
+        background: var(--card-bg-dark, #1e1e1e);
+    }
+
+    .dark-mode .restore-warning {
+        background: #332701;
+        border-color: #ffc107;
+    }
+
+    .dark-mode .restore-warning p,
+    .dark-mode .restore-warning i {
+        color: #ffc107;
+    }
+</style>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/config_translator.html b/templates/config_translator.html
new file mode 100644
index 0000000..b2a34b8
--- /dev/null
+++ b/templates/config_translator.html
@@ -0,0 +1,187 @@
+{% extends "base.html" %}
+{% block title %}Configurar Traductor{% endblock %}
+
+{% block content %}
+<div class="config-form-page">
+    <h2><i class="fas fa-language"></i> Configuración del Traductor</h2>
+
+    <form method="POST" class="config-form">
+        <div class="form-group">
+            <label for="target_langs">
+                <i class="fas fa-globe"></i> Idiomas Destino
+            </label>
+            <input type="text" id="target_langs" name="target_langs" value="{{ config.target_langs }}"
+                placeholder="es,en,fr">
+            <small>Separados por coma. Ej: es,en,fr</small>
+        </div>
+
+        <div class="form-group">
+            <label for="translator_batch">
+                <i class="fas fa-layer-group"></i> Tamaño de Batch
+            </label>
+            <select id="translator_batch" name="translator_batch">
+                {% for b in [8, 16, 32, 64, 128] %}
+                <option value="{{ b }}" {% if config.translator_batch|int==b %}selected{% endif %}>{{ b }}</option>
+                {% endfor %}
+            </select>
+            <small>Número de textos a traducir por lote (8-128)</small>
+        </div>
+
+        <div class="form-group">
+            <label for="universal_model">
+                <i class="fas fa-brain"></i> Modelo Universal
+            </label>
+            <select id="universal_model" name="universal_model">
+                {% set models = [
+                ('facebook/nllb-200-distilled-600M', 'NLLB-200 Distilled 600M (Rápido / Default)'),
+                ('facebook/nllb-200-distilled-1.3B', 'NLLB-200 Distilled 1.3B (Mejor Calidad / Lento)'),
+                ('facebook/nllb-200-1.3B', 'NLLB-200 1.3B (Raw / Lento)'),
+                ('facebook/nllb-200-3.3B', 'NLLB-200 3.3B (Máxima Calidad / Muy Lento / Requiere mucha RAM)')
+                ] %}
+                {% for m_id, m_name in models %}
+                <option value="{{ m_id }}" {% if config.universal_model==m_id %}selected{% endif %}>{{ m_name }}
+                </option>
+                {% endfor %}
+            </select>
+            <small>Selecciona el modelo de traducción. Actualmente usando: <strong>{{ config.universal_model
+                    }}</strong></small>
+            <div class="alert alert-warning" style="margin-top: 10px; font-size: 0.9em; display: none;"
+                id="model-warning">
+                <i class="fas fa-exclamation-triangle"></i> <strong>Atención:</strong> Cambiar el modelo eliminará todas
+                las traducciones existentes para regenerarlas con el nuevo modelo.
+            </div>
+        </div>
+
+        <script>
+            document.getElementById('universal_model').addEventListener('change', function () {
+                var current = "{{ config.universal_model }}";
+                var warning = document.getElementById('model-warning');
+                if (this.value !== current) {
+                    warning.style.display = 'block';
+                } else {
+                    warning.style.display = 'none';
+                }
+            });
+        </script>
+
+        <div class="form-group">
+            <label for="ct2_compute_type">
+                <i class="fas fa-microchip"></i> Tipo de Cuantización
+            </label>
+            <select id="ct2_compute_type" name="ct2_compute_type">
+                <option value="auto" {% if config.ct2_compute_type=='auto' %}selected{% endif %}>auto</option>
+                <option value="int8" {% if config.ct2_compute_type=='int8' %}selected{% endif %}>int8 (más rápido, menos
+                    preciso)</option>
+                <option value="float16" {% if config.ct2_compute_type=='float16' %}selected{% endif %}>float16 (más
+                    preciso)</option>
+                <option value="int8_float16" {% if config.ct2_compute_type=='int8_float16' %}selected{% endif %}>
+                    int8_float16 (balance)</option>
+            </select>
+            <small>Requiere reiniciar el contenedor</small>
+        </div>
+
+        <div class="form-actions">
+            <a href="{{ url_for('config.config_home') }}" class="btn btn-secondary">
+                <i class="fas fa-arrow-left"></i> Volver
+            </a>
+            <button type="submit" class="btn btn-primary">
+                <i class="fas fa-save"></i> Guardar
+            </button>
+        </div>
+    </form>
+</div>
+
+<style>
+    .config-form-page h2 {
+        margin-bottom: 1.5rem;
+        display: flex;
+        align-items: center;
+        gap: 0.5rem;
+    }
+
+    .config-form {
+        max-width: 500px;
+        background: var(--card-bg, #fff);
+        padding: 1.5rem;
+        border-radius: 12px;
+        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);
+    }
+
+    .form-group {
+        margin-bottom: 1.25rem;
+    }
+
+    .form-group label {
+        display: flex;
+        align-items: center;
+        gap: 0.5rem;
+        font-weight: 500;
+        margin-bottom: 0.5rem;
+    }
+
+    .form-group input,
+    .form-group select {
+        width: 100%;
+        padding: 0.6rem 0.75rem;
+        border: 1px solid var(--border-color, #ddd);
+        border-radius: 8px;
+        font-size: 1rem;
+        background: var(--input-bg, #fff);
+        color: var(--text-color, #333);
+    }
+
+    .form-group input:focus,
+    .form-group select:focus {
+        outline: none;
+        border-color: var(--secondary-color, #6c63ff);
+        box-shadow: 0 0 0 3px rgba(108, 99, 255, 0.15);
+    }
+
+    .form-group small {
+        display: block;
+        margin-top: 0.35rem;
+        color: var(--text-muted, #666);
+        font-size: 0.8rem;
+    }
+
+    .form-actions {
+        display: flex;
+        gap: 1rem;
+        justify-content: flex-end;
+        margin-top: 1.5rem;
+    }
+
+    .btn {
+        display: inline-flex;
+        align-items: center;
+        gap: 0.5rem;
+        padding: 0.6rem 1rem;
+        border: none;
+        border-radius: 8px;
+        font-size: 0.9rem;
+        cursor: pointer;
+        text-decoration: none;
+    }
+
+    .btn-primary {
+        background: var(--secondary-color, #6c63ff);
+        color: #fff;
+    }
+
+    .btn-secondary {
+        background: #6c757d;
+        color: #fff;
+    }
+
+    .dark-mode .config-form {
+        background: var(--card-bg-dark, #1e1e1e);
+    }
+
+    .dark-mode .form-group input,
+    .dark-mode .form-group select {
+        background: #2a2a2a;
+        border-color: #444;
+        color: #eee;
+    }
+</style>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/conflict_timeline.html b/templates/conflict_timeline.html
new file mode 100644
index 0000000..f11a6d3
--- /dev/null
+++ b/templates/conflict_timeline.html
@@ -0,0 +1,163 @@
+{% extends "base.html" %}
+
+{% block title %}Timeline: {{ conflict.name }}{% endblock %}
+
+{% block content %}
+<div style="margin-bottom: 2rem;">
+    <div style="display: flex; justify-content: space-between; align-items: center;">
+        <h2>
+            <a href="{{ url_for('conflicts.index') }}" style="text-decoration: none; color: inherit;">
+                <i class="fas fa-arrow-left" style="font-size: 1rem; vertical-align: middle;"></i>
+            </a>
+            Timeline: {{ conflict.name }}
+        </h2>
+        <span class="badge" style="font-size: 1rem;">{{ noticias|length }} eventos</span>
+    </div>
+    <p style="color: #666;">
+        Keywords: {{ conflict.keywords }}
+    </p>
+</div>
+
+{% if not noticias %}
+<div class="card" style="text-align: center; padding: 3rem;">
+    <p>No se encontraron noticias recientes con las palabras clave especificadas.</p>
+</div>
+{% else %}
+
+<div class="timeline">
+    {% for n in noticias %}
+    <div class="timeline-item">
+        <div class="timeline-date">
+            {% if n.fecha %}
+            <span class="date-day">{{ n.fecha.strftime('%d') }}</span>
+            <span class="date-month">{{ n.fecha.strftime('%b') }}</span>
+            <span class="date-year">{{ n.fecha.strftime('%Y') }}</span>
+            {% endif %}
+        </div>
+        <div class="timeline-marker"></div>
+        <div class="timeline-content card">
+            {% if n.imagen_url %}
+            <div class="timeline-img">
+                <img src="{{ n.imagen_url }}" loading="lazy" onerror="this.style.display='none'">
+            </div>
+            {% endif %}
+
+            <h3>
+                <a
+                    href="{{ url_for('noticia.noticia', tr_id=n.tr_id if n.tr_id else None, id=n.id if not n.tr_id else None) }}">
+                    {{ n.titulo }}
+                </a>
+            </h3>
+
+            <div class="noticia-meta">
+                {{ n.fuente_nombre }}
+                {% if n.pais %}| {{ n.pais }}{% endif %}
+            </div>
+
+            <p>{{ (n.resumen or '') | safe_html | truncate(150) }}</p>
+        </div>
+    </div>
+    {% endfor %}
+</div>
+
+{% endif %}
+
+<style>
+    /* Timeline Styles */
+    .timeline {
+        position: relative;
+        max-width: 900px;
+        margin: 0 auto;
+        padding: 20px 0;
+    }
+
+    /* Vertical Line */
+    .timeline::before {
+        content: '';
+        position: absolute;
+        top: 0;
+        bottom: 0;
+        left: 80px;
+        /* Position of line */
+        width: 2px;
+        background: var(--border-color);
+    }
+
+    .timeline-item {
+        position: relative;
+        margin-bottom: 40px;
+        padding-left: 120px;
+        /* Space for date and line */
+    }
+
+    .timeline-date {
+        position: absolute;
+        left: 0;
+        top: 0;
+        width: 60px;
+        text-align: center;
+        line-height: 1.2;
+    }
+
+    .date-day {
+        display: block;
+        font-size: 1.5rem;
+        font-weight: bold;
+        color: var(--accent-color);
+    }
+
+    .date-month {
+        display: block;
+        font-size: 0.9rem;
+        text-transform: uppercase;
+        font-weight: bold;
+    }
+
+    .date-year {
+        display: block;
+        font-size: 0.8rem;
+        color: #888;
+    }
+
+    .timeline-marker {
+        position: absolute;
+        left: 74px;
+        /* On the line (80px - 6px radius) */
+        top: 10px;
+        width: 14px;
+        height: 14px;
+        background: var(--paper-color);
+        border: 3px solid var(--accent-color);
+        border-radius: 50%;
+        z-index: 1;
+    }
+
+    .timeline-content {
+        position: relative;
+        padding: 1.5rem;
+        border-left: 4px solid var(--accent-color);
+    }
+
+    .timeline-content h3 {
+        font-size: 1.3rem;
+        margin-top: 0;
+    }
+
+    .timeline-img img {
+        width: 100%;
+        height: 150px;
+        object-fit: cover;
+        border-radius: 4px;
+        margin-bottom: 10px;
+    }
+
+    /* Dark Mode Overrides */
+    .dark-mode .timeline::before {
+        background: #444;
+    }
+
+    .dark-mode .timeline-marker {
+        background: #1a1a2e;
+    }
+</style>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/conflicts_list.html b/templates/conflicts_list.html
new file mode 100644
index 0000000..26499d4
--- /dev/null
+++ b/templates/conflicts_list.html
@@ -0,0 +1,118 @@
+{% extends "base.html" %}
+
+{% block title %}Conflictos{% endblock %}
+
+{% block content %}
+<div class="row">
+    <div style="margin-bottom: 2rem;">
+        <h2><i class="fas fa-exclamation-triangle"></i> Conflictos Monitorizados</h2>
+        <p>Define temas o conflictos para generar líneas de tiempo automáticas basadas en palabras clave.</p>
+    </div>
+
+    <!-- Create Form -->
+    <div class="card" style="margin-bottom: 2rem;">
+        <h3>Crear Nuevo Conflicto</h3>
+        <form action="{{ url_for('conflicts.create') }}" method="POST">
+            <div class="filter-row">
+                <div class="filter-group" style="flex: 2;">
+                    <label>Nombre del Conflicto</label>
+                    <input type="text" name="name" placeholder="Ej: Camboya vs Tailandia" required>
+                </div>
+                <div class="filter-group" style="flex: 3;">
+                    <label>Palabras Clave (separadas por coma)</label>
+                    <input type="text" name="keywords" placeholder="Ej: Camboya, Tailandia, Preah Vihear" required>
+                </div>
+                <div class="filter-group">
+                    <label>&nbsp;</label>
+                    <button type="submit" class="btn btn-primary" style="width: 100%;">Crear</button>
+                </div>
+            </div>
+            <div style="margin-top: 10px;">
+                <label style="font-weight: 600; font-size: 0.9rem;">Descripción (Opcional)</label>
+                <input type="text" name="description" style="width: 100%;"
+                    placeholder="Breve descripción del contexto...">
+            </div>
+        </form>
+    </div>
+
+    <!-- List -->
+    <div class="conflicts-grid">
+        {% for c in conflicts %}
+        <div class="card conflict-card">
+            <div class="conflict-header">
+                <h3>{{ c.name }}</h3>
+                <form action="{{ url_for('conflicts.delete', id=c.id) }}" method="POST"
+                    onsubmit="return confirm('¿Eliminar este conflicto?');">
+                    <button type="submit" class="btn-icon" title="Eliminar"><i class="fas fa-trash"></i></button>
+                </form>
+            </div>
+            <p class="conflict-desc">{{ c.description or 'Sin descripción' }}</p>
+            <div class="keyword-tags">
+                {% for k in c.keywords.split(',') %}
+                {% if k.strip() %}
+                <span class="badge">{{ k.strip() }}</span>
+                {% endif %}
+                {% endfor %}
+            </div>
+            <div style="margin-top: 1rem; text-align: right;">
+                <a href="{{ url_for('conflicts.timeline', id=c.id) }}" class="btn">
+                    <i class="fas fa-stream"></i> Ver Línea de Tiempo
+                </a>
+            </div>
+        </div>
+        {% else %}
+        <p style="text-align: center; color: #666;">No hay conflictos definidos.</p>
+        {% endfor %}
+    </div>
+</div>
+
+<style>
+    .conflicts-grid {
+        display: grid;
+        grid-template-columns: repeat(auto-fill, minmax(350px, 1fr));
+        gap: 20px;
+    }
+
+    .conflict-header {
+        display: flex;
+        justify-content: space-between;
+        align-items: flex-start;
+        margin-bottom: 10px;
+    }
+
+    .conflict-header h3 {
+        margin: 0;
+        font-size: 1.4rem;
+        color: var(--accent-color);
+    }
+
+    .conflict-desc {
+        color: #666;
+        font-size: 0.9rem;
+        margin-bottom: 15px;
+        min-height: 40px;
+    }
+
+    .keyword-tags {
+        display: flex;
+        flex-wrap: wrap;
+        gap: 5px;
+    }
+
+    .btn-icon {
+        background: none;
+        border: none;
+        color: #999;
+        cursor: pointer;
+        padding: 5px;
+    }
+
+    .btn-icon:hover {
+        color: #e74c3c;
+    }
+
+    .dark-mode .conflict-desc {
+        color: #aaa;
+    }
+</style>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/dashboard.html b/templates/dashboard.html
new file mode 100644
index 0000000..ce60c37
--- /dev/null
+++ b/templates/dashboard.html
@@ -0,0 +1,144 @@
+{% extends "base.html" %}
+
+{% block title %}Dashboard{% endblock %}
+
+{% block content %}
+<div class="dashboard-grid">
+    <div class="stat-card">
+        <div class="stat-number">{{ stats.feeds_totales }}</div>
+        <div class="stat-label">Feeds Totales</div>
+    </div>
+    <div class="stat-card">
+        <div class="stat-number">{{ stats.noticias_totales }}</div>
+        <div class="stat-label">Noticias Totales</div>
+    </div>
+    <div class="stat-card">
+        <div class="stat-number">{{ stats.feeds_caidos }}</div>
+        <div class="stat-label">Feeds Caídos</div>
+    </div>
+</div>
+
+<div class="row">
+    <div class="col-md-6 mb-4">
+        <div class="card">
+            <div class="card-header">
+                <h3>Gestión de Feeds RSS</h3>
+            </div>
+            <div class="card-body">
+                <p>
+                    Exporta tu lista de feeds RSS o restaura/importa desde un archivo CSV.
+                    Además, puedes ir al organizador avanzado de feeds para filtrarlos
+                    por país, categoría y estado.
+                </p>
+
+                <div style="display:flex; flex-wrap:wrap; gap:10px; margin-bottom:10px;">
+                    <a href="{{ url_for('feeds.list_feeds') }}" class="btn btn-secondary">
+                        <i class="fas fa-list"></i> Ver / Gestionar Feeds
+                    </a>
+                </div>
+
+                <div style="display:flex; flex-wrap:wrap; gap:8px; margin-bottom:15px;">
+                    <a href="{{ url_for('feeds.list_feeds', estado='activos') }}" class="btn btn-small">
+                        <i class="fas fa-check-circle"></i> Feeds activos
+                    </a>
+                    <a href="{{ url_for('feeds.list_feeds', estado='inactivos') }}" class="btn btn-small btn-danger">
+                        <i class="fas fa-times-circle"></i> Feeds caídos/inactivos
+                    </a>
+                    <a href="{{ url_for('feeds.list_feeds', estado='errores') }}" class="btn btn-small btn-info">
+                        <i class="fas fa-exclamation-triangle"></i> Feeds con errores
+                    </a>
+                </div>
+
+                <hr style="margin: 15px 0; border: 0; border-top: 1px solid var(--border-color);">
+
+                <a href="{{ url_for('backup_feeds') }}" class="btn">
+                    <i class="fas fa-download"></i> Exportar Feeds
+                </a>
+                <a href="{{ url_for('restore_feeds') }}" class="btn btn-info">
+                    <i class="fas fa-upload"></i> Importar Feeds
+                </a>
+            </div>
+        </div>
+    </div>
+
+    <div class="col-md-6 mb-4">
+        <div class="card">
+            <div class="card-header">
+                <h3>Gestión de Fuentes URL</h3>
+            </div>
+            <div class="card-body">
+                <p>Exporta tu lista de fuentes URL o restaura/importa desde un archivo CSV.</p>
+                <a href="{{ url_for('backup_urls') }}" class="btn">
+                    <i class="fas fa-download"></i> Exportar URLs
+                </a>
+                <a href="{{ url_for('restore_urls') }}" class="btn btn-info">
+                    <i class="fas fa-upload"></i> Importar Fuentes URL
+                </a>
+            </div>
+        </div>
+    </div>
+</div>
+
+<div class="card">
+    <div class="card-header">
+        <h3>Operaciones del Sistema</h3>
+    </div>
+    <div class="card-body">
+        <p>Genera o restaura una copia de seguridad completa de todas tus fuentes y noticias.</p>
+
+        <div style="display:flex; gap:10px; flex-wrap:wrap;">
+            <a href="{{ url_for('backup_completo') }}" class="btn btn-secondary">
+                <i class="fas fa-archive"></i> Backup Completo (.zip)
+            </a>
+
+            <a href="{{ url_for('restore_completo') }}" class="btn btn-info">
+                <i class="fas fa-upload"></i> Restaurar Backup (.zip)
+            </a>
+        </div>
+    </div>
+</div>
+
+{% if top_tags and top_tags|length > 0 %}
+<div class="card">
+    <div class="card-header">
+        <h3>Top tags (últimas 24h)</h3>
+    </div>
+    <div class="card-body" style="padding:0;">
+        <table style="width:100%; border-collapse: collapse;">
+            <thead>
+                <tr style="background-color: rgba(0,0,0,0.05);">
+                    <th style="padding: 12px 15px; text-align: left;">Tag</th>
+                    <th style="padding: 12px 15px; text-align: left;">Tipo</th>
+                    <th style="padding: 12px 15px; text-align: right;">Apariciones</th>
+                </tr>
+            </thead>
+            <tbody>
+                {% for t in top_tags %}
+                <tr>
+                    <td style="padding: 12px 15px; border-top: 1px solid var(--border-color);">
+                        {{ t.valor }}
+                    </td>
+                    <td style="padding: 12px 15px; border-top: 1px solid var(--border-color); text-transform: capitalize;">
+                        {{ t.tipo }}
+                    </td>
+                    <td style="padding: 12px 15px; border-top: 1px solid var(--border-color); text-align: right;">
+                        {{ t.apariciones }}
+                    </td>
+                </tr>
+                {% endfor %}
+            </tbody>
+        </table>
+    </div>
+</div>
+{% else %}
+<div class="card">
+    <div class="card-header">
+        <h3>Top tags (últimas 24h)</h3>
+    </div>
+    <div class="card-body">
+        <p style="color: var(--text-color-light); margin: 0;">No hay tags para mostrar todavía.</p>
+    </div>
+</div>
+{% endif %}
+{% endblock %}
+
diff --git a/templates/discover_feeds.html b/templates/discover_feeds.html
new file mode 100644
index 0000000..af224f1
--- /dev/null
+++ b/templates/discover_feeds.html
@@ -0,0 +1,409 @@
+{% extends "base.html" %}
+{% block title %}Descubrir Feeds RSS{% endblock %}
+
+{% block content %}
+<div class="card feed-detail-card"
+    style="padding: 40px; border-radius: 15px; background-color: #fdfdfd; box-shadow: 0 10px 30px rgba(0,0,0,0.05);">
+    <h1
+        style="font-family: var(--primary-font); font-weight: 700; margin-bottom: 30px; border-bottom: 2px solid var(--accent-color); display: inline-block; padding-bottom: 10px;">
+        <i class="fas fa-search"></i> Descubrir Feeds RSS
+    </h1>
+
+    <p style="margin-bottom: 30px; color: #666;">
+        Ingresa la URL de un sitio web y automáticamente descubriremos todos los feeds RSS disponibles.
+    </p>
+
+    <!-- Loading Overlay -->
+    <div id="searching-overlay"
+        style="display: none; position: fixed; top: 0; left: 0; width: 100%; height: 100%; background: rgba(255,255,255,0.9); z-index: 1000; flex-direction: column; align-items: center; justify-content: center;">
+        <div class="spinner"
+            style="border: 4px solid #f3f3f3; border-top: 4px solid var(--accent-color); border-radius: 50%; width: 50px; height: 50px; animation: spin 1s linear infinite;">
+        </div>
+        <h3 style="margin-top: 20px; color: #333;">Analizando sitio web...</h3>
+        <p style="color: #666;">Buscando feeds RSS, esto puede tardar unos segundos.</p>
+    </div>
+
+    <!-- Discovery Form -->
+    <form action="{{ url_for('feeds.discover_feed') }}" method="post" class="form-grid" style="margin-bottom: 40px;"
+        onsubmit="document.getElementById('searching-overlay').style.display = 'flex';">
+        <div class="form-row">
+            <label for="source_url">URL del sitio web</label>
+            <input type="url" id="source_url" name="source_url" placeholder="https://ejemplo.com"
+                value="{{ source_url }}" required style="font-size: 16px;">
+        </div>
+
+        <div class="form-row" style="border: none; padding-top: 20px;">
+            <div></div>
+            <div class="form-actions">
+                <button class="btn btn-primary" type="submit">
+                    <i class="fas fa-search"></i> Buscar Feeds
+                </button>
+                <a href="{{ url_for('feeds.list_feeds') }}" class="btn btn-secondary">
+                    <i class="fas fa-arrow-left"></i> Volver
+                </a>
+            </div>
+        </div>
+    </form>
+
+    <!-- Results -->
+    {% if discovered_feeds %}
+    <hr style="margin: 40px 0; border: none; border-top: 1px solid #e0e0e0;">
+
+    {% set new_feeds_count = discovered_feeds | rejectattr('exists') | list | length %}
+    <h2 style="font-size: 24px; margin-bottom: 20px; color: #333;">
+        <i class="fas fa-rss"></i> Feeds Disponibles: <strong>{{ new_feeds_count }}</strong> <span
+            style="font-size: 16px; color: #777; font-weight: normal;">(de {{ discovered_feeds|length }} encontrados en
+            total)</span>
+    </h2>
+
+    <form action="{{ url_for('feeds.discover_and_add') }}" method="post">
+        <!-- Global Settings -->
+        <div class="form-grid"
+            style="background: #f8f9fa; padding: 20px; border-radius: 10px; margin-bottom: 30px; border: 1px solid #e0e0e0;">
+            <h3
+                style="grid-column: 1 / -1; font-size: 16px; margin-bottom: 15px; color: #555; text-transform: uppercase; font-weight: 700; letter-spacing: 0.5px;">
+                <i class="fas fa-sliders-h"></i> Configuración Masiva
+            </h3>
+
+            <div class="form-row">
+                <label for="global_categoria_id">Aplicar Categoría a todos:</label>
+                <div style="display: flex; gap: 10px;">
+                    <select id="global_categoria_id" class="form-control">
+                        <option value="">— Seleccionar —</option>
+                        {% for c in categorias %}
+                        <option value="{{ c.id }}">{{ c.nombre }}</option>
+                        {% endfor %}
+                    </select>
+                    <button type="button" class="btn btn-secondary btn-sm" onclick="applyGlobalCategory()"
+                        title="Aplicar a todos">
+                        <i class="fas fa-arrow-down"></i>
+                    </button>
+                </div>
+            </div>
+
+            <div class="form-row">
+                <label for="global_pais_id">Aplicar País a todos:</label>
+                <div style="display: flex; gap: 10px;">
+                    <select id="global_pais_id" class="form-control">
+                        <option value="">— Seleccionar —</option>
+                        {% for p in paises %}
+                        <option value="{{ p.id }}">{{ p.nombre }}</option>
+                        {% endfor %}
+                    </select>
+                    <button type="button" class="btn btn-secondary btn-sm" onclick="applyGlobalCountry()"
+                        title="Aplicar a todos">
+                        <i class="fas fa-arrow-down"></i>
+                    </button>
+                </div>
+            </div>
+
+            <div class="form-row">
+                <label for="global_idioma">Aplicar Idioma a todos:</label>
+                <div style="display: flex; gap: 10px;">
+                    <input type="text" id="global_idioma" class="form-control" maxlength="5" placeholder="es" value="es"
+                        style="width: 80px;">
+                    <button type="button" class="btn btn-secondary btn-sm" onclick="applyGlobalLanguage()"
+                        title="Aplicar a todos">
+                        <i class="fas fa-arrow-down"></i>
+                    </button>
+                </div>
+            </div>
+        </div>
+
+        <!-- Feed List -->
+        <div style="margin-bottom: 30px;">
+            {% for feed in discovered_feeds %}
+            <div class="feed-discovery-item" style="
+                background: {{ 'white' if feed.valid and not feed.exists else ('#f0f0f0' if feed.exists else '#fff5f5') }};
+                border: 1px solid {{ '#e0e0e0' if feed.valid else '#ffcdd2' }};
+                border-left: 5px solid {{ '#4CAF50' if feed.valid and not feed.exists else ('#9e9e9e' if feed.exists else '#ff5252') }};
+                border-radius: 8px;
+                padding: 20px;
+                margin-bottom: 15px;
+                display: grid;
+                grid-template-columns: 40px 1fr 280px auto;
+                gap: 20px;
+                align-items: start;
+                transition: all 0.2s ease;
+                box-shadow: 0 2px 5px rgba(0,0,0,0.05);
+                opacity: {{ '0.8' if feed.exists else '1' }};
+            ">
+                <!-- Checkbox -->
+                <div style="padding-top: 5px; display: flex; justify-content: center;">
+                    {% if feed.exists %}
+                    <i class="fas fa-check-circle" style="color: #4CAF50; font-size: 22px;"
+                        title="Ya existe en la base de datos"></i>
+                    {% elif feed.valid %}
+                    <input type="checkbox" name="selected_feeds" value="{{ feed.url }}" id="feed_{{ loop.index }}"
+                        checked style="width: 22px; height: 22px; cursor: pointer; border-radius: 4px;">
+                    <input type="hidden" name="context_{{ feed.url }}" value="{{ feed.context_label }}">
+                    {% else %}
+                    <i class="fas fa-exclamation-triangle" style="color: #ff5252; font-size: 20px;"
+                        title="{{ feed.error }}"></i>
+                    {% endif %}
+                </div>
+
+                <!-- Feed Info -->
+                <div>
+                    <label for="feed_{{ loop.index }}" style="cursor: pointer; display: block; margin-bottom: 8px;">
+                        <strong
+                            style="font-size: 18px; color: #{{ '555' if feed.exists else '333' }}; line-height: 1.3;">
+                            {{ feed.title }}
+                        </strong>
+                        {% if feed.exists %}
+                        <span class="badge"
+                            style="background: #e0e0e0; color: #555; font-size: 11px; vertical-align: middle; margin-left: 8px;">YA
+                            INSTALADO</span>
+                        {% endif %}
+                    </label>
+
+                    {% if feed.description %}
+                    <p style="color: #666; margin-bottom: 12px; font-size: 14px; line-height: 1.5;">
+                        {{ feed.description[:250] }}{% if feed.description|length > 250 %}...{% endif %}
+                    </p>
+                    {% endif %}
+
+                    <div style="font-size: 13px; color: #888; display: flex; flex-direction: column; gap: 6px;">
+                        <div>
+                            <i class="fas fa-link" style="width: 16px; text-align: center;"></i>
+                            <a href="{{ feed.url }}" target="_blank"
+                                style="color: #888; text-decoration: none; border-bottom: 1px dotted #ccc;">
+                                {{ feed.url[:60] }}{% if feed.url|length > 60 %}...{% endif %}
+                            </a>
+                        </div>
+
+                        {% if feed.context_label %}
+                        <div style="color: #1976D2; font-weight: 500;">
+                            <i class="fas fa-tag" style="width: 16px; text-align: center;"></i> Encontrado en: "{{
+                            feed.context_label }}"
+                        </div>
+                        {% endif %}
+
+                        {% if feed.valid %}
+                        <div style="display: flex; gap: 15px; margin-top: 5px;">
+                            {% if feed.type %}
+                            <span class="badge"
+                                style="background: #e3f2fd; color: #1565c0; padding: 2px 8px; border-radius: 4px;">
+                                {{ feed.type|upper }}
+                            </span>
+                            {% endif %}
+                            {% if feed.entry_count is defined %}
+                            <span class="badge"
+                                style="background: #f3e5f5; color: #7b1fa2; padding: 2px 8px; border-radius: 4px;">
+                                {{ feed.entry_count }} items
+                            </span>
+                            {% endif %}
+                        </div>
+                        {% else %}
+                        <div style="color: #d32f2f; margin-top: 5px;">
+                            <i class="fas fa-info-circle"></i> Error: {{ feed.error }}
+                        </div>
+                        {% endif %}
+                    </div>
+                </div>
+
+                <!-- Individual Configurations -->
+                {% if feed.valid %}
+                <div style="background: #fdfdfd; padding: 15px; border-radius: 8px; border: 1px solid #eee;">
+                    <div style="margin-bottom: 10px;">
+                        <label
+                            style="font-size: 12px; font-weight: 600; color: #555; display: block; margin-bottom: 4px;">Categoría</label>
+                        <select name="cat_{{ feed.url }}" class="item-category-select"
+                            style="width: 100%; padding: 6px; border: 1px solid #ddd; border-radius: 4px; font-size: 13px;">
+                            <option value="">— Seleccionar —</option>
+                            {% for c in categorias %}
+                            <option value="{{ c.id }}">{{ c.nombre }}</option>
+                            {% endfor %}
+                        </select>
+                    </div>
+                    <div style="margin-bottom: 10px;">
+                        <label
+                            style="font-size: 12px; font-weight: 600; color: #555; display: block; margin-bottom: 4px;">País</label>
+                        <select name="country_{{ feed.url }}" class="item-country-select"
+                            style="width: 100%; padding: 6px; border: 1px solid #ddd; border-radius: 4px; font-size: 13px;">
+                            <option value="">— Seleccionar —</option>
+                            {% for p in paises %}
+                            <option value="{{ p.id }}">{{ p.nombre }}</option>
+                            {% endfor %}
+                        </select>
+                    </div>
+                    <div>
+                        <label
+                            style="font-size: 12px; font-weight: 600; color: #555; display: block; margin-bottom: 4px;">Idioma</label>
+                        <input type="text" name="lang_{{ feed.url }}" class="item-language-input" value="es"
+                            maxlength="5"
+                            style="width: 100%; padding: 6px; border: 1px solid #ddd; border-radius: 4px; font-size: 13px;">
+                    </div>
+                </div>
+                {% else %}
+                <div></div>
+                {% endif %}
+
+                <!-- Actions -->
+                <div style="display: flex; flex-direction: column; gap: 10px; justify-content: flex-start;">
+                    {% if feed.valid %}
+                    <button type="button" class="btn btn-primary btn-sm" onclick="addSingleFeed('{{ feed.url }}')"
+                        style="white-space: nowrap; box-shadow: 0 2px 5px rgba(0,0,0,0.1);">
+                        <i class="fas fa-plus"></i> Añadir
+                    </button>
+                    <a href="{{ feed.url }}" target="_blank" class="btn btn-outline-secondary btn-sm"
+                        style="white-space: nowrap;">
+                        <i class="fas fa-external-link-alt"></i> Ver XML
+                    </a>
+                    {% endif %}
+                </div>
+            </div>
+            {% endfor %}
+        </div>
+
+        <!-- Action Buttons -->
+        <div class="form-actions"
+            style="display: flex; gap: 15px; justify-content: flex-end; padding-top: 20px; border-top: 1px solid #e0e0e0; position: sticky; bottom: 0; background: white; z-index: 10; padding-bottom: 20px;">
+            <div style="margin-right: auto; align-self: center; color: #666; font-size: 14px;">
+                <span id="selected_count">{{ discovered_feeds|selectattr('valid')|list|length }}</span> feeds
+                seleccionados
+            </div>
+            <button type="button" class="btn btn-secondary" onclick="toggleAllFeeds(true)">
+                <i class="fas fa-check-square"></i> Todos
+            </button>
+            <button type="button" class="btn btn-secondary" onclick="toggleAllFeeds(false)">
+                <i class="fas fa-square"></i> Ninguno
+            </button>
+            <button class="btn btn-primary" type="submit"
+                style="padding: 10px 25px; font-weight: 600; box-shadow: 0 4px 10px rgba(0,0,0,0.1);">
+                <i class="fas fa-plus-circle"></i> AÑADIR SELECCIONADOS
+            </button>
+        </div>
+    </form>
+    {% endif %}
+</div>
+
+<script>
+    function toggleAllFeeds(select) {
+        const checkboxes = document.querySelectorAll('input[name="selected_feeds"]');
+        checkboxes.forEach(cb => {
+            cb.checked = select;
+        });
+        updateCount();
+    }
+
+    function addSingleFeed(url) {
+        // Collect specific values
+        const cat = document.querySelector(`select[name="cat_${url}"]`).value;
+        const country = document.querySelector(`select[name="country_${url}"]`).value;
+        const lang = document.querySelector(`input[name="lang_${url}"]`).value;
+        const context = document.querySelector(`input[name="context_${url}"]`) ? document.querySelector(`input[name="context_${url}"]`).value : '';
+
+        const formData = new FormData();
+        formData.append('selected_feeds', url);
+        formData.append(`cat_${url}`, cat);
+        formData.append(`country_${url}`, country);
+        formData.append(`lang_${url}`, lang);
+        if (context) formData.append(`context_${url}`, context);
+
+        const btn = event.target.closest('button');
+        const originalContent = btn.innerHTML;
+        btn.innerHTML = '<i class="fas fa-spinner fa-spin"></i> ...';
+        btn.disabled = true;
+
+        fetch('{{ url_for("feeds.discover_and_add") }}', {
+            method: 'POST',
+            headers: {
+                'X-Requested-With': 'XMLHttpRequest'
+            },
+            body: formData
+        })
+            .then(response => response.json())
+            .then(data => {
+                if (data.success) {
+                    btn.innerHTML = '<i class="fas fa-check"></i> Añadido';
+                    btn.classList.remove('btn-primary');
+                    btn.classList.add('btn-success');
+                    // Disable inputs for this row
+                    document.querySelector(`select[name="cat_${url}"]`).disabled = true;
+                    document.querySelector(`select[name="country_${url}"]`).disabled = true;
+                    document.querySelector(`input[name="lang_${url}"]`).disabled = true;
+                } else {
+                    btn.innerHTML = '<i class="fas fa-times"></i> Error';
+                    btn.classList.remove('btn-primary');
+                    btn.classList.add('btn-danger');
+                    alert('No se pudo añadir: ' + (data.errors ? data.errors.join(', ') : 'Error desconocido'));
+                    setTimeout(() => {
+                        btn.innerHTML = originalContent;
+                        btn.disabled = false;
+                        btn.classList.remove('btn-danger');
+                        btn.classList.add('btn-primary');
+                    }, 3000);
+                }
+            })
+            .catch(error => {
+                console.error('Error:', error);
+                btn.innerHTML = originalContent;
+                btn.disabled = false;
+                alert('Error de conexión');
+            });
+    }
+
+    function updateCount() {
+        const count = document.querySelectorAll('input[name="selected_feeds"]:checked').length;
+        document.getElementById('selected_count').innerText = count;
+    }
+
+    // Update count on individual clicks
+    document.addEventListener('change', function (e) {
+        if (e.target.name === 'selected_feeds') {
+            updateCount();
+        }
+    });
+
+    // Mass Update Functions
+    function applyGlobalCategory() {
+        const val = document.getElementById('global_categoria_id').value;
+        document.querySelectorAll('.item-category-select').forEach(el => el.value = val);
+    }
+
+    function applyGlobalCountry() {
+        const val = document.getElementById('global_pais_id').value;
+        document.querySelectorAll('.item-country-select').forEach(el => el.value = val);
+    }
+
+    function applyGlobalLanguage() {
+        const val = document.getElementById('global_idioma').value;
+        document.querySelectorAll('.item-language-input').forEach(el => el.value = val);
+    }
+
+    // Add hover effect to feed items
+    document.addEventListener('DOMContentLoaded', function () {
+        const feedItems = document.querySelectorAll('.feed-discovery-item');
+        feedItems.forEach(item => {
+            item.addEventListener('mouseenter', function () {
+                this.style.boxShadow = '0 8px 20px rgba(0,0,0,0.08)';
+                this.style.transform = 'translateY(-2px)';
+            });
+            item.addEventListener('mouseleave', function () {
+                this.style.boxShadow = '0 2px 5px rgba(0,0,0,0.05)';
+                this.style.transform = 'translateY(0)';
+            });
+        });
+        updateCount();
+    });
+</script>
+
+<style>
+    .feed-discovery-item input[type="checkbox"] {
+        accent-color: var(--accent-color, #4CAF50);
+    }
+
+    .form-control {
+        border: 1px solid #ddd;
+        border-radius: 4px;
+        padding: 8px;
+        font-size: 14px;
+    }
+
+    .btn-sm {
+        padding: 5px 10px;
+        font-size: 12px;
+    }
+</style>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/edit_feed.html b/templates/edit_feed.html
new file mode 100644
index 0000000..ae7bcab
--- /dev/null
+++ b/templates/edit_feed.html
@@ -0,0 +1,87 @@
+{% extends "base.html" %}
+{% block title %}Editar Feed RSS{% endblock %}
+
+{% block content %}
+<div class="card feed-detail-card"
+    style="padding: 40px; border-radius: 15px; background-color: #fdfdfd; box-shadow: 0 10px 30px rgba(0,0,0,0.05);">
+    <h1
+        style="font-family: var(--primary-font); font-weight: 700; margin-bottom: 30px; border-bottom: 2px solid var(--accent-color); display: inline-block; padding-bottom: 10px;">
+        Editar Feed
+    </h1>
+    <p class="subtitle" style="margin-bottom: 30px; font-style: italic; color: #666;">
+        Modificando fuente: <strong>{{ feed.nombre }}</strong>
+    </p>
+
+    <form method="post" action="{{ url_for('feeds.edit_feed', feed_id=feed.id) }}" autocomplete="off" class="form-grid">
+
+        <div class="form-row">
+            <label for="nombre">Nombre del feed</label>
+            <input id="nombre" name="nombre" type="text" value="{{ feed.nombre }}" required>
+        </div>
+
+        <div class="form-row">
+            <label for="descripcion">Descripción</label>
+            <textarea id="descripcion" name="descripcion" rows="3">{{ feed.descripcion or '' }}</textarea>
+        </div>
+
+        <div class="form-row">
+            <label for="url">URL del RSS</label>
+            <input id="url" name="url" type="url" value="{{ feed.url }}" required>
+        </div>
+
+        <div class="form-row">
+            <label for="categoria_id">Categoría</label>
+            <select id="categoria_id" name="categoria_id">
+                <option value="">— Sin categoría —</option>
+                {% for c in categorias %}
+                <option value="{{ c.id }}" {% if c.id==feed.categoria_id %}selected{% endif %}>
+                    {{ c.nombre }}
+                </option>
+                {% endfor %}
+            </select>
+        </div>
+
+        <div class="form-row">
+            <label for="pais_id">País</label>
+            <select id="pais_id" name="pais_id">
+                <option value="">— Global —</option>
+                {% for p in paises %}
+                <option value="{{ p.id }}" {% if p.id==feed.pais_id %}selected{% endif %}>
+                    {{ p.nombre }}
+                </option>
+                {% endfor %}
+            </select>
+        </div>
+
+        <div class="form-row">
+            <label for="idioma">Idioma (2 letras)</label>
+            <input id="idioma" name="idioma" type="text" value="{{ feed.idioma or '' }}" maxlength="2">
+        </div>
+
+        <div class="form-row">
+            <div></div> <!-- Alignment -->
+            <div style="display: flex; align-items: center; gap: 15px;">
+                <input type="checkbox" id="activo" name="activo" {% if feed.activo %}checked{% endif %}
+                    style="width: 24px; height: 24px; margin: 0;">
+                <label for="activo" style="margin: 0; text-align: left; font-size: 1.1rem;">Feed activo</label>
+            </div>
+        </div>
+
+        <div class="form-row" style="border: none; padding-top: 20px;">
+            <div></div> <!-- Alignment -->
+            <div class="form-actions">
+                <button class="btn btn-primary" type="submit">
+                    <i class="fas fa-save"></i> Guardar Cambios
+                </button>
+                <a href="{{ url_for('feeds.list_feeds') }}" class="btn btn-secondary">
+                    <i class="fas fa-times"></i> Cancelar
+                </a>
+            </div>
+        </div>
+    </form>
+</div>
+
+<div style="margin-top: 20px;">
+    <a href="{{ url_for('feeds.list_feeds') }}" class="top-link">← Volver al listado</a>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/edit_url_source.html b/templates/edit_url_source.html
new file mode 100644
index 0000000..5672370
--- /dev/null
+++ b/templates/edit_url_source.html
@@ -0,0 +1,48 @@
+{% extends "base.html" %}
+{% block title %}Editar Fuente URL{% endblock %}
+
+{% block content %}
+<h1>Editar Fuente: {{ fuente.nombre }}</h1>
+
+<div class="card">
+    <form action="{{ url_for('edit_url_source', url_id=fuente.id) }}" method="post">
+
+        <label for="nombre">Nombre</label>
+        <input type="text" id="nombre" name="nombre" value="{{ fuente.nombre }}" required>
+
+        <label for="url" style="margin-top:15px;">URL</label>
+        <input type="url" id="url" name="url" value="{{ fuente.url }}" required>
+
+        <label for="categoria_id" style="margin-top:15px;">Categoría</label>
+        <select id="categoria_id" name="categoria_id">
+            <option value="">— Sin categoría —</option>
+            {% for c in categorias %}
+                <option value="{{ c.id }}" {% if c.id == fuente.categoria_id %}selected{% endif %}>
+                    {{ c.nombre }}
+                </option>
+            {% endfor %}
+        </select>
+
+        <label for="pais_id" style="margin-top:15px;">País</label>
+        <select id="pais_id" name="pais_id">
+            <option value="">— Sin país —</option>
+            {% for p in paises %}
+                <option value="{{ p.id }}" {% if p.id == fuente.pais_id %}selected{% endif %}>
+                    {{ p.nombre }}
+                </option>
+            {% endfor %}
+        </select>
+
+        <label for="idioma" style="margin-top:15px;">Idioma (2 letras)</label>
+        <input id="idioma" name="idioma" value="{{ fuente.idioma }}" maxlength="2" required>
+
+        <div style="display:flex;justify-content:end;gap:10px;margin-top:20px;">
+            <a href="{{ url_for('manage_urls') }}" class="btn btn-secondary">Cancelar</a>
+            <button class="btn" type="submit">Actualizar</button>
+        </div>
+
+    </form>
+</div>
+
+{% endblock %}
+
diff --git a/templates/favoritos.html b/templates/favoritos.html
new file mode 100644
index 0000000..bb2ed65
--- /dev/null
+++ b/templates/favoritos.html
@@ -0,0 +1,114 @@
+{% extends "base.html" %}
+{% block title %}Mis Favoritos{% endblock %}
+
+{% block content %}
+<div class="favoritos-page">
+    <h2><i class="fas fa-star"></i> Mis Favoritos</h2>
+
+    {% if noticias %}
+    <p class="favoritos-count">{{ noticias|length }} noticia{{ 's' if noticias|length > 1 else '' }} guardada{{ 's' if
+        noticias|length > 1 else '' }}</p>
+
+    <ul class="noticias-list">
+        {% for n in noticias %}
+        <li class="noticia-item">
+            {% if n.imagen_url %}
+            <div class="noticia-imagen">
+                <img src="{{ n.imagen_url }}" loading="lazy" onerror="this.parentElement.style.display='none'">
+            </div>
+            {% endif %}
+
+            <div class="noticia-texto">
+                <h3 class="m0">
+                    <a href="{{ url_for('noticia.noticia', id=n.id) }}">
+                        {{ n.titulo_trad or n.titulo }}
+                    </a>
+                </h3>
+
+                <div class="noticia-meta">
+                    {% if n.fecha %}
+                    <i class="far fa-calendar-alt"></i>
+                    {{ n.fecha.strftime('%d-%m-%Y %H:%M') if n.fecha else '' }}
+                    {% endif %}
+                    {% if n.fuente_nombre %} | {{ n.fuente_nombre }}{% endif %}
+                    {% if n.pais %} | {{ n.pais|country_flag }} {{ n.pais }}{% endif %}
+                </div>
+
+                <p class="noticia-resumen">{{ (n.resumen_trad or n.resumen or '')[:200] }}...</p>
+
+                <button class="btn-remove-fav" onclick="removeFavorite('{{ n.id }}', this)" title="Quitar de favoritos">
+                    <i class="fas fa-trash"></i> Quitar
+                </button>
+            </div>
+        </li>
+        {% endfor %}
+    </ul>
+    {% else %}
+    <div class="empty-state">
+        <i class="far fa-star"></i>
+        <p>No tienes noticias guardadas.</p>
+        <a href="{{ url_for('home.home') }}" class="btn btn-dark">Ver noticias</a>
+    </div>
+    {% endif %}
+</div>
+
+<style>
+    .favoritos-page h2 {
+        display: flex;
+        align-items: center;
+        gap: 0.5rem;
+        margin-bottom: 0.5rem;
+    }
+
+    .favoritos-count {
+        color: var(--text-muted, #666);
+        margin-bottom: 1.5rem;
+    }
+
+    .empty-state {
+        text-align: center;
+        padding: 3rem;
+        color: var(--text-muted, #666);
+    }
+
+    .empty-state i {
+        font-size: 3rem;
+        margin-bottom: 1rem;
+        opacity: 0.5;
+    }
+
+    .btn-remove-fav {
+        margin-top: 0.5rem;
+        padding: 0.4rem 0.8rem;
+        background: transparent;
+        border: 1px solid #dc3545;
+        color: #dc3545;
+        border-radius: 4px;
+        cursor: pointer;
+        font-size: 0.8rem;
+        transition: all 0.2s;
+    }
+
+    .btn-remove-fav:hover {
+        background: #dc3545;
+        color: #fff;
+    }
+</style>
+
+<script>
+    async function removeFavorite(noticiaId, btn) {
+        const response = await fetch(`/favoritos/toggle/${noticiaId}`, { method: 'POST' });
+        if (response.ok) {
+            btn.closest('.noticia-item').remove();
+            // Update count
+            const remaining = document.querySelectorAll('.noticia-item').length;
+            if (remaining === 0) {
+                location.reload();
+            } else {
+                document.querySelector('.favoritos-count').textContent =
+                    `${remaining} noticia${remaining > 1 ? 's' : ''} guardada${remaining > 1 ? 's' : ''}`;
+            }
+        }
+    }
+</script>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/feeds_list.html b/templates/feeds_list.html
new file mode 100644
index 0000000..37eb5f7
--- /dev/null
+++ b/templates/feeds_list.html
@@ -0,0 +1,151 @@
+{% extends "base.html" %}
+
+{% block title %}Gestionar Feeds RSS{% endblock %}
+
+{% block content %}
+
+<div class="card feed-detail-card">
+    <div class="feed-header">
+        <h2>Lista de Feeds RSS</h2>
+
+        <div class="nav-actions" style="display:flex; gap:8px; align-items:center;">
+
+            <!-- 🔵 Exportar feeds CSV (con filtros aplicados) -->
+            <a href="#" id="export-btn" class="btn btn-small btn-secondary" onclick="exportFilteredFeeds(event)">
+                <i class="fas fa-download"></i> Exportar Feeds
+            </a>
+
+            <!-- 🟣 Importar feeds CSV -->
+            <a href="{{ url_for('backup.restore_feeds') }}" class="btn btn-small btn-secondary">
+                <i class="fas fa-upload"></i> Importar Feeds
+            </a>
+
+            <!-- 🟢 Añadir feed -->
+            <a href="{{ url_for('feeds.add_feed') }}" class="btn btn-small">
+                <i class="fas fa-plus"></i> Añadir Feed
+            </a>
+        </div>
+    </div>
+
+    <!-- Filtros avanzados -->
+    <div class="feed-body" style="padding: 15px 15px 0 15px;">
+        <form class="feed-filters" method="get" action="{{ url_for('feeds.list_feeds') }}" id="filter-form">
+            <div class="filter-row">
+
+                <div class="filter-group">
+                    <label for="pais_id">País</label>
+                    <select name="pais_id" id="pais_id" onchange="reloadTable()">
+                        <option value="">Todos los países</option>
+                        {% for p in paises %}
+                        <option value="{{ p.id }}" {% if filtro_pais_id is not none and p.id==filtro_pais_id|int
+                            %}selected{% endif %}>
+                            {{ p.nombre }}
+                        </option>
+                        {% endfor %}
+                    </select>
+                </div>
+
+                <div class="filter-group">
+                    <label for="categoria_id">Categoría</label>
+                    <select name="categoria_id" id="categoria_id" onchange="reloadTable()">
+                        <option value="">Todas las categorías</option>
+                        {% for c in categorias %}
+                        <option value="{{ c.id }}" {% if filtro_categoria_id is not none and
+                            c.id==filtro_categoria_id|int %}selected{% endif %}>
+                            {{ c.nombre }}
+                        </option>
+                        {% endfor %}
+                    </select>
+                </div>
+
+                <div class="filter-group">
+                    <label for="estado">Estado</label>
+                    <select name="estado" id="estado" onchange="reloadTable()">
+                        <option value="" {% if not filtro_estado %}selected{% endif %}>Todos</option>
+                        <option value="activos" {% if filtro_estado=="activos" %}selected{% endif %}>Activos</option>
+                        <option value="inactivos" {% if filtro_estado=="inactivos" %}selected{% endif %}>Inactivos
+                        </option>
+                        <option value="errores" {% if filtro_estado=="errores" %}selected{% endif %}>Con errores
+                        </option>
+                    </select>
+                </div>
+
+                <div class="filter-group" style="flex: 0 0 auto; display:flex; gap:10px; align-self: flex-end;">
+                    <!-- Button can be hidden if we fully rely on onchange, but useful for accessibility or clearing -->
+                    <a href="{{ url_for('feeds.list_feeds') }}" class="btn btn-secondary">
+                        Limpiar
+                    </a>
+                </div>
+
+            </div>
+        </form>
+    </div>
+
+    <!-- Container for dynamic table -->
+    <div id="table-container">
+        {% include '_feeds_table.html' %}
+    </div>
+
+</div>
+
+<script>
+    async function reloadTable(urlOverride) {
+        const form = document.getElementById('filter-form');
+        const container = document.getElementById('table-container');
+
+        // Visual indicator
+        container.style.opacity = '0.5';
+
+        let url;
+        if (urlOverride) {
+            url = urlOverride;
+        } else {
+            const formData = new FormData(form);
+            const params = new URLSearchParams(formData);
+            url = `${form.action}?${params.toString()}`;
+        }
+
+        try {
+            const response = await fetch(url, {
+                headers: { 'X-Requested-With': 'XMLHttpRequest' }
+            });
+            const html = await response.text();
+            container.innerHTML = html;
+
+            // Update URL without reload
+            window.history.pushState({}, '', url);
+        } catch (error) {
+            console.error('Error reloading table:', error);
+            alert('Error al actualizar la lista.');
+        } finally {
+            container.style.opacity = '1';
+        }
+    }
+
+    function handlePageClick(event, url) {
+        event.preventDefault();
+        reloadTable(url);
+    }
+
+    function exportFilteredFeeds(event) {
+        event.preventDefault();
+
+        // Capturar valores actuales de los filtros
+        const paisId = document.getElementById('pais_id').value;
+        const categoriaId = document.getElementById('categoria_id').value;
+        const estado = document.getElementById('estado').value;
+
+        // Construir URL con parámetros
+        const params = new URLSearchParams();
+        if (paisId) params.append('pais_id', paisId);
+        if (categoriaId) params.append('categoria_id', categoriaId);
+        if (estado) params.append('estado', estado);
+
+        const exportUrl = `/export_feeds_filtered?${params.toString()}`;
+
+        // Redirigir para descargar
+        window.location.href = exportUrl;
+    }
+</script>
+
+{% endblock %}
\ No newline at end of file
diff --git a/templates/index.html b/templates/index.html
new file mode 100755
index 0000000..e23f37b
--- /dev/null
+++ b/templates/index.html
@@ -0,0 +1,138 @@
+{% extends "base.html" %}
+{% block title %}Gestión de Feeds RSS{% endblock %}
+{% block content %}
+  <h1>Gestión de Feeds RSS</h1>
+  <a href="/" class="top-link">← Volver a últimas noticias</a>
+
+  <div class="card">
+    <h2>Añadir un nuevo feed</h2>
+    <form action="/add" method="post" autocomplete="off">
+      <label for="nombre">Nombre del feed</label>
+      <input id="nombre" name="nombre" placeholder="Nombre del feed" required>
+
+      <label for="descripcion">Descripción</label>
+      <textarea id="descripcion" name="descripcion" placeholder="Breve descripción del feed" rows="2"></textarea>
+
+      <label for="url">URL del RSS</label>
+      <input id="url" name="url" placeholder="URL del RSS" required>
+
+      <label for="categoria_id">Categoría</label>
+      <select id="categoria_id" name="categoria_id" required>
+        <option value="">— Elige categoría —</option>
+        {% for cid, cnom in categorias %}
+          <option value="{{ cid }}">{{ cnom }}</option>
+        {% endfor %}
+      </select>
+
+      <label for="continente_id">Continente</label>
+      <select name="continente_id" id="continente_id" onchange="filtrarPaisesPorContinente()">
+        <option value="">— Elige continente —</option>
+        {% for coid, conom in continentes %}
+          <option value="{{ coid }}">{{ conom }}</option>
+        {% endfor %}
+      </select>
+
+      <label for="pais_id">País</label>
+      <select name="pais_id" id="pais_id">
+        <option value="">— N/A —</option>
+        {% for pid, pnom, contid in paises %}
+          <option value="{{ pid }}">{{ pnom }}</option>
+        {% endfor %}
+      </select>
+
+      <!-- Nuevo campo: idioma -->
+      <label for="idioma">Idioma</label>
+      <input id="idioma" name="idioma" maxlength="2" placeholder="Ej: es, en, fr">
+
+      <button class="btn" type="submit">Añadir</button>
+      <!-- Datos en JSON para el filtro dinámico de países -->
+      <script type="application/json" id="paises-data">{{ paises|tojson }}</script>
+    </form>
+  </div>
+
+  <div class="card">
+    <h2>Lista de Feeds</h2>
+    <a href="/backup_feeds" target="_blank" class="btn">⬇️ Descargar backup de feeds (CSV)</a>
+    <a href="/restore_feeds" class="btn" style="margin-left:10px;">🔄 Restaurar feeds desde backup</a>
+    <table>
+      <thead>
+        <tr>
+          <th>Nombre y descripción</th>
+          <th>URL</th>
+          <th>Categoría</th>
+          <th>País</th>
+          <th style="min-width: 80px;">Estado</th>
+          <th style="min-width: 60px;">Fallos</th>
+          <th>Acciones</th>
+        </tr>
+      </thead>
+      <tbody>
+        {% for id, nombre, descripcion, url, categoria_id, pais_id, activo, fallos, cat_nom, pais_nom in feeds %}
+        <tr>
+          <td>
+            <strong>{{ nombre }}</strong>
+            {% if descripcion %}
+              <div style="font-size:0.95em; color:#64748b;">{{ descripcion }}</div>
+            {% endif %}
+          </td>
+          <td><a href="{{ url }}" target="_blank">{{ url }}</a></td>
+          <td>{{ cat_nom or 'N/A' }}</td>
+          <td>{{ pais_nom or 'N/A' }}</td>
+          <td>
+            {% if not activo %}
+              <span class="badge-ko" title="Inactivo: {{ fallos }} fallos">KO</span>
+            {% elif fallos > 0 %}
+              <span class="badge-warn" title="{{ fallos }} fallos recientes">⚠️</span>
+            {% else %}
+              <span class="badge-ok">OK</span>
+            {% endif %}
+          </td>
+          <td>
+            {% if fallos > 0 %}
+              <span style="color:orange;">{{ fallos }}</span>
+            {% else %}
+              0
+            {% endif %}
+          </td>
+          <td class="actions">
+            <a href="/edit/{{ id }}">Editar</a> |
+            <a href="/delete/{{ id }}" onclick="return confirm('¿Seguro que quieres eliminar este feed?');">Eliminar</a>
+            {% if not activo %}
+              | <a href="/reactivar_feed/{{ id }}" style="color:#198754;" title="Reactivar feed">Reactivar</a>
+            {% endif %}
+          </td>
+        </tr>
+        {% else %}
+        <tr>
+          <td colspan="7">No hay feeds aún.</td>
+        </tr>
+        {% endfor %}
+      </tbody>
+    </table>
+  </div>
+
+  <a href="/" class="top-link">← Volver a últimas noticias</a>
+
+  <script>
+    function filtrarPaisesPorContinente() {
+      const continenteId = document.getElementById('continente_id').value;
+      const paises = JSON.parse(document.getElementById('paises-data').textContent);
+      const selectPais = document.getElementById('pais_id');
+      selectPais.innerHTML = '';
+      // Opción N/A siempre presente
+      const optionNA = document.createElement('option');
+      optionNA.value = '';
+      optionNA.textContent = '— N/A —';
+      selectPais.appendChild(optionNA);
+      paises.forEach(([id, nombre, contId]) => {
+        if (!continenteId || contId == continenteId || contId == Number(continenteId)) {
+          const opt = document.createElement('option');
+          opt.value = id;
+          opt.textContent = nombre;
+          selectPais.appendChild(opt);
+        }
+      });
+    }
+  </script>
+{% endblock %}
+
diff --git a/templates/login.html b/templates/login.html
new file mode 100644
index 0000000..bea2163
--- /dev/null
+++ b/templates/login.html
@@ -0,0 +1,33 @@
+{% extends "base.html" %}
+
+{% block title %}Iniciar Sesión - The Daily Feed{% endblock %}
+
+{% block content %}
+<div style="max-width: 450px; margin: 40px auto; padding: 30px; background: #f9f9f9; border-radius: 10px;">
+    <h2 style="text-align: center; margin-bottom: 30px;">Iniciar Sesión</h2>
+
+    <form method="post" action="{{ url_for('auth.login') }}">
+        <div style="margin-bottom: 20px;">
+            <label for="username" style="display: block; margin-bottom: 5px; font-weight: 500;">Usuario o Email</label>
+            <input type="text" id="username" name="username" required value="{{ username or '' }}"
+                style="width: 100%; padding: 10px; border: 1px solid #ddd; border-radius: 5px; font-size: 14px;">
+        </div>
+
+        <div style="margin-bottom: 30px;">
+            <label for="password" style="display: block; margin-bottom: 5px; font-weight: 500;">Contraseña</label>
+            <input type="password" id="password" name="password" required
+                style="width: 100%; padding: 10px; border: 1px solid #ddd; border-radius: 5px; font-size: 14px;">
+        </div>
+
+        <button type="submit"
+            style="width: 100%; padding: 12px; background: #6c63ff; color: white; border: none; border-radius: 5px; font-size: 16px; font-weight: 600; cursor: pointer;">
+            Iniciar sesión
+        </button>
+    </form>
+
+    <div style="text-align: center; margin-top: 20px;">
+        <p style="color: #666;">¿No tienes cuenta? <a href="{{ url_for('auth.register') }}"
+                style="color: #6c63ff; text-decoration: none; font-weight: 500;">Regístrate</a></p>
+    </div>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/monitor_detail.html b/templates/monitor_detail.html
new file mode 100644
index 0000000..763cb50
--- /dev/null
+++ b/templates/monitor_detail.html
@@ -0,0 +1,143 @@
+{% extends "base.html" %}
+
+{% block title %}Informe: {{ pais.nombre }}{% endblock %}
+
+{% block content %}
+<header class="monitor-header">
+    <a href="{{ url_for('topics.monitor', days=days) }}" class="back-link">← Volver al Monitor</a>
+    <div class="header-content">
+        <h1>{{ pais.nombre }}</h1>
+        <p>Informe de Inteligencia (Últimos {{ days }} días)</p>
+    </div>
+</header>
+
+<div class="dashboard-layout">
+
+    <!-- Left Column: Top News -->
+    <section class="top-news-section">
+        <h2><i class="fas fa-newspaper"></i> Noticias de Alto Impacto</h2>
+        {% for n in news %}
+        <article class="impact-news-card">
+            <div class="impact-score">{{ n.impact_score }}</div>
+            <div class="content">
+                <h3><a href="{{ url_for('noticia.noticia', id=n.id) }}">{{ n.titulo }}</a></h3>
+                <div class="meta">
+                    <span>{{ n.fecha.strftime('%d/%m %H:%M') }}</span> |
+                    <span>{{ n.fuente_nombre }}</span>
+                </div>
+                <p>{{ n.resumen[:200] }}...</p>
+            </div>
+        </article>
+        {% else %}
+        <p>No se han detectado noticias de alto impacto recientemente.</p>
+        {% endfor %}
+    </section>
+
+    <!-- Right Column: Active Topics -->
+    <aside class="topics-sidebar">
+        <h2><i class="fas fa-tags"></i> Temas Activos</h2>
+        <ul class="topic-ranking">
+            {% for t in active_topics %}
+            <li>
+                <span class="topic-name">{{ t.name }}</span>
+                <span class="topic-vol">{{ t.topic_volume }} pts</span>
+                <div class="topic-bar"
+                    style="width: {% if active_topics|length > 0 %}{{ (t.topic_volume / active_topics[0].topic_volume) * 100 }}{% else %}0{% endif %}%">
+                </div>
+            </li>
+            {% endfor %}
+        </ul>
+    </aside>
+
+</div>
+
+<style>
+    .dashboard-layout {
+        display: grid;
+        grid-template-columns: 2fr 1fr;
+        gap: 40px;
+        margin-top: 30px;
+    }
+
+    @media (max-width: 768px) {
+        .dashboard-layout {
+            grid-template-columns: 1fr;
+        }
+    }
+
+    .monitor-header {
+        margin-bottom: 20px;
+        border-bottom: 2px solid #eee;
+        padding-bottom: 20px;
+    }
+
+    .impact-news-card {
+        display: flex;
+        gap: 20px;
+        background: white;
+        padding: 20px;
+        margin-bottom: 20px;
+        border-radius: 8px;
+        box-shadow: 0 2px 5px rgba(0, 0, 0, 0.05);
+        border-left: 4px solid #e74c3c;
+    }
+
+    .impact-score {
+        font-size: 1.5rem;
+        font-weight: bold;
+        color: #e74c3c;
+        min-width: 60px;
+        text-align: center;
+        display: flex;
+        align-items: center;
+        justify-content: center;
+        background: #fdeaea;
+        border-radius: 50%;
+        height: 60px;
+    }
+
+    .impact-news-card h3 {
+        margin-top: 0;
+    }
+
+    .impact-news-card h3 a {
+        text-decoration: none;
+        color: #2c3e50;
+    }
+
+    .topic-ranking {
+        list-style: none;
+        padding: 0;
+    }
+
+    .topic-ranking li {
+        margin-bottom: 15px;
+        position: relative;
+        padding-bottom: 5px;
+    }
+
+    .topic-name {
+        display: block;
+        font-weight: bold;
+        z-index: 2;
+        position: relative;
+    }
+
+    .topic-vol {
+        float: right;
+        font-size: 0.9rem;
+        color: #666;
+        z-index: 2;
+        position: relative;
+    }
+
+    .topic-bar {
+        position: absolute;
+        bottom: 0;
+        left: 0;
+        height: 4px;
+        background: #3498db;
+        border-radius: 2px;
+    }
+</style>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/monitor_list.html b/templates/monitor_list.html
new file mode 100644
index 0000000..43a33d4
--- /dev/null
+++ b/templates/monitor_list.html
@@ -0,0 +1,111 @@
+{% extends "base.html" %}
+
+{% block title %}Monitor de Impacto Global{% endblock %}
+
+{% block content %}
+<header>
+    <h1><i class="fas fa-globe"></i> Monitor de Impacto Global</h1>
+    <p class="subtitle">Análisis de relevancia por país en los últimos {{ days }} días.</p>
+</header>
+
+<div class="filters">
+    <a href="{{ url_for('topics.monitor', days=1) }}" class="btn {% if days==1 %}btn-active{% endif %}">24h</a>
+    <a href="{{ url_for('topics.monitor', days=3) }}" class="btn {% if days==3 %}btn-active{% endif %}">3 Días</a>
+    <a href="{{ url_for('topics.monitor', days=7) }}" class="btn {% if days==7 %}btn-active{% endif %}">Semana</a>
+</div>
+
+<div class="monitor-grid">
+    {% for c in countries %}
+    <div class="card country-card">
+        <div class="country-header">
+            <span class="flag-icon">{{ c.nombre[:2] }}</span> <!-- Placeholder for flag -->
+            <h2><a href="{{ url_for('topics.country_detail', pais_id=c.id, days=days) }}">{{ c.nombre }}</a></h2>
+        </div>
+        <div class="country-stats">
+            <div class="stat">
+                <span class="value">{{ c.total_impact }}</span>
+                <span class="label">Puntos de Impacto</span>
+            </div>
+            <div class="stat">
+                <span class="value">{{ c.news_count }}</span>
+                <span class="label">Noticias Relevantes</span>
+            </div>
+        </div>
+        <div class="heat-bar">
+            <!-- Simple visual bar based on impact (max approx 1000 for scaling) -->
+            <div class="bar-fill" style="width: {{ (c.total_impact / 1000) * 100 }}%; max-width: 100%;"></div>
+        </div>
+    </div>
+    {% else %}
+    <p>No hay datos de impacto suficientes aún. El sistema está analizando noticias...</p>
+    {% endfor %}
+</div>
+
+<style>
+    .monitor-grid {
+        display: grid;
+        grid-template-columns: repeat(auto-fill, minmax(250px, 1fr));
+        gap: 20px;
+        margin-top: 20px;
+    }
+
+    .country-card {
+        padding: 20px;
+        border-left: 5px solid #3498db;
+        transition: transform 0.2s;
+    }
+
+    .country-card:hover {
+        transform: translateY(-5px);
+    }
+
+    .country-header h2 {
+        margin: 0;
+        font-size: 1.5rem;
+    }
+
+    .country-header a {
+        text-decoration: none;
+        color: inherit;
+    }
+
+    .country-stats {
+        display: flex;
+        justify-content: space-between;
+        margin: 15px 0;
+    }
+
+    .stat {
+        text-align: center;
+    }
+
+    .stat .value {
+        display: block;
+        font-size: 1.2rem;
+        font-weight: bold;
+        color: #2c3e50;
+    }
+
+    .stat .label {
+        font-size: 0.8rem;
+        color: #7f8c8d;
+    }
+
+    .heat-bar {
+        height: 6px;
+        background: #ecf0f1;
+        border-radius: 3px;
+        overflow: hidden;
+    }
+
+    .bar-fill {
+        height: 100%;
+        background: linear-gradient(90deg, #3498db, #e74c3c);
+    }
+
+    .btn-active {
+        background-color: #2c3e50;
+        color: white;
+    }
+</style>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/noticia.html b/templates/noticia.html
new file mode 100644
index 0000000..81f2f7f
--- /dev/null
+++ b/templates/noticia.html
@@ -0,0 +1,316 @@
+{% extends "base.html" %}
+
+{% block title %}
+{{ dato.titulo_trad or dato.titulo_orig or 'Detalle de Noticia' }}
+{% endblock %}
+
+{% block content %}
+{% set d = dato %}
+
+{% if not d %}
+<div class="card">
+    <p>No se encontró la noticia solicitada.</p>
+</div>
+{% else %}
+
+<div class="card" id="main-article">
+    <div class="feed-header">
+        <h2 style="margin:0;">{{ d.titulo_trad or d.titulo_orig }}
+            {% if d.lang_to %}
+            <span class="badge">{{ d.lang_to|upper }}</span>
+            {% endif %}
+        </h2>
+        <div class="header-actions">
+            <a href="{{ url_for('pdf.export_noticia', noticia_id=d.noticia_id) }}" class="btn btn-small"
+                title="Exportar PDF" target="_blank">
+                <i class="fas fa-file-pdf"></i>
+            </a>
+            <button class="btn btn-small" onclick="toggleReadingMode()" title="Modo lectura">
+                <i class="fas fa-book-reader"></i>
+            </button>
+            {% if d.url %}
+            <a href="{{ d.url }}" target="_blank" class="btn btn-small">Ver fuente</a>
+            {% endif %}
+        </div>
+    </div>
+
+    <div class="feed-body">
+        <div class="noticia-meta">
+            {% if d.fecha %}
+            <i class="far fa-calendar-alt"></i>
+            {% if d.fecha is string %}
+            {{ d.fecha }}
+            {% else %}
+            {{ d.fecha.strftime('%d-%m-%Y %H:%M') }}
+            {% endif %}
+            {% endif %}
+
+            {% if d.fuente_nombre %} | <i class="fas fa-newspaper"></i> {{ d.fuente_nombre }}{% endif %}
+            {% if d.categoria %} | <i class="fas fa-tag"></i> {{ d.categoria }}{% endif %}
+            {% if d.pais %} | <i class="fas fa-globe"></i> {{ d.pais }}{% endif %}
+        </div>
+
+        {% if d.imagen_url %}
+        <div style="text-align:center;margin-bottom:16px;">
+            <img src="{{ d.imagen_url }}" alt="" loading="lazy" onerror="this.style.display='none';"
+                style="max-width: 100%; height: auto; border-radius: 8px;">
+        </div>
+        {% endif %}
+
+        {% if d.resumen_trad %}
+        <h3>Resumen (traducido)</h3>
+        <div>{{ d.resumen_trad|safe_html }}</div>
+        <hr>
+        {% endif %}
+
+        {% if d.resumen_orig %}
+        <h3>Resumen (original)</h3>
+        <div>{{ d.resumen_orig|safe_html }}</div>
+        {% endif %}
+
+        {% if tags %}
+        <div style="margin-top:12px;">
+            {% for t in tags %}
+            <span class="badge" title="{{ t.tipo }}">{{ t.valor }}</span>
+            {% endfor %}
+        </div>
+        {% endif %}
+
+        <!-- Share Buttons -->
+        <div class="share-section">
+            <span class="share-label">Compartir:</span>
+            <div class="share-buttons">
+                <a href="https://twitter.com/intent/tweet?text={{ (d.titulo_trad or d.titulo_orig)|urlencode }}&url={{ request.url|urlencode }}"
+                    target="_blank" class="share-btn share-twitter" title="Twitter">
+                    <i class="fab fa-twitter"></i>
+                </a>
+                <a href="https://wa.me/?text={{ (d.titulo_trad or d.titulo_orig)|urlencode }}%20{{ request.url|urlencode }}"
+                    target="_blank" class="share-btn share-whatsapp" title="WhatsApp">
+                    <i class="fab fa-whatsapp"></i>
+                </a>
+                <a href="https://t.me/share/url?url={{ request.url|urlencode }}&text={{ (d.titulo_trad or d.titulo_orig)|urlencode }}"
+                    target="_blank" class="share-btn share-telegram" title="Telegram">
+                    <i class="fab fa-telegram"></i>
+                </a>
+                <button class="share-btn share-copy" onclick="copyLink()" title="Copiar enlace">
+                    <i class="fas fa-link"></i>
+                </button>
+            </div>
+        </div>
+    </div>
+</div>
+
+<style>
+    .share-section {
+        display: flex;
+        align-items: center;
+        gap: 1rem;
+        margin-top: 1.5rem;
+        padding-top: 1rem;
+        border-top: 1px solid var(--border-color, #eee);
+    }
+
+    .share-label {
+        font-size: 0.85rem;
+        color: var(--text-muted, #666);
+        font-weight: 500;
+    }
+
+    .share-buttons {
+        display: flex;
+        gap: 0.5rem;
+    }
+
+    .share-btn {
+        display: flex;
+        align-items: center;
+        justify-content: center;
+        width: 36px;
+        height: 36px;
+        border-radius: 50%;
+        border: none;
+        cursor: pointer;
+        text-decoration: none;
+        color: #fff;
+        font-size: 1rem;
+        transition: transform 0.2s, box-shadow 0.2s;
+    }
+
+    .share-btn:hover {
+        transform: scale(1.1);
+        box-shadow: 0 4px 12px rgba(0, 0, 0, 0.2);
+    }
+
+    .share-twitter {
+        background: #1DA1F2;
+    }
+
+    .share-whatsapp {
+        background: #25D366;
+    }
+
+    .share-telegram {
+        background: #0088cc;
+    }
+
+    .share-copy {
+        background: #111;
+    }
+
+    .dark-mode .share-copy {
+        background: #fff;
+        color: #111;
+    }
+
+    /* Reading Mode Styles */
+    .header-actions {
+        display: flex;
+        gap: 0.5rem;
+    }
+
+    body.reading-mode header,
+    body.reading-mode .main-nav,
+    body.reading-mode .share-section,
+    body.reading-mode .card:not(#main-article),
+    body.reading-mode .noticia-meta,
+    body.reading-mode .header-actions .btn:not([onclick*="Reading"]) {
+        display: none !important;
+    }
+
+    body.reading-mode {
+        background: #faf9f5;
+    }
+
+    body.reading-mode #main-article {
+        max-width: 700px;
+        margin: 2rem auto;
+        padding: 3rem;
+        font-size: 1.15rem;
+        line-height: 1.9;
+        box-shadow: none;
+        border: none;
+    }
+
+    body.reading-mode #main-article h2 {
+        font-size: 2.2rem;
+        line-height: 1.3;
+        margin-bottom: 1.5rem;
+        font-family: 'Playfair Display', Georgia, serif;
+    }
+
+    body.reading-mode #main-article img {
+        max-width: 100%;
+        height: auto;
+        border-radius: 8px;
+    }
+
+    body.reading-mode.dark-mode {
+        background: #111;
+    }
+
+    body.reading-mode.dark-mode #main-article {
+        background: #1a1a1a;
+        color: #e0e0e0;
+    }
+
+    /* Exit reading mode button */
+    .exit-reading-btn {
+        position: fixed;
+        top: 1rem;
+        right: 1rem;
+        background: #111;
+        color: #fff;
+        border: none;
+        padding: 0.75rem 1rem;
+        border-radius: 8px;
+        cursor: pointer;
+        font-size: 0.85rem;
+        z-index: 1000;
+        display: none;
+    }
+
+    body.reading-mode .exit-reading-btn {
+        display: flex;
+        align-items: center;
+        gap: 0.5rem;
+    }
+</style>
+
+<button class="exit-reading-btn" onclick="toggleReadingMode()">
+    <i class="fas fa-times"></i> Salir
+</button>
+
+<script>
+    function copyLink() {
+        navigator.clipboard.writeText(window.location.href).then(() => {
+            const btn = document.querySelector('.share-copy');
+            const icon = btn.querySelector('i');
+            icon.className = 'fas fa-check';
+            setTimeout(() => { icon.className = 'fas fa-link'; }, 2000);
+        });
+    }
+
+    function toggleReadingMode() {
+        document.body.classList.toggle('reading-mode');
+        // Scroll to top in reading mode
+        if (document.body.classList.contains('reading-mode')) {
+            window.scrollTo({ top: 0, behavior: 'smooth' });
+        }
+    }
+
+    // ESC key to exit reading mode
+    document.addEventListener('keydown', (e) => {
+        if (e.key === 'Escape' && document.body.classList.contains('reading-mode')) {
+            toggleReadingMode();
+        }
+    });
+</script>
+
+{% if relacionadas %}
+<div class="card" style="margin-top:16px;">
+    <div class="card-header">
+        <h3>Noticias relacionadas</h3>
+    </div>
+
+    <ul class="noticias-list">
+        {% for r in relacionadas %}
+        <li class="noticia-item">
+
+            {% if r.imagen_url %}
+            <div class="noticia-imagen"
+                style="width: 120px; height: 80px; flex-shrink: 0; overflow: hidden; border-radius: 4px;">
+                <img src="{{ r.imagen_url }}" loading="lazy" onerror="this.parentElement.style.display='none'"
+                    style="width: 100%; height: 100%; object-fit: cover;">
+            </div>
+            {% endif %}
+
+            <div class="noticia-texto">
+                <h3 class="m0">
+                    <a href="{{ url_for('noticia.noticia', tr_id=r.related_tr_id) if r.related_tr_id else r.url }}" {%
+                        if not r.related_tr_id %}target="_blank" {% endif %}>
+                        {{ r.titulo_trad or r.titulo }}
+                    </a>
+                </h3>
+
+                <div class="noticia-meta">
+                    {% if r.fecha %}
+                    <i class="far fa-calendar-alt"></i>
+                    {% if r.fecha is string %}
+                    {{ r.fecha }}
+                    {% else %}
+                    {{ r.fecha.strftime('%d-%m-%Y %H:%M') }}
+                    {% endif %}
+                    {% endif %}
+                    {% if r.fuente_nombre %} | {{ r.fuente_nombre }}{% endif %}
+                    {% if r.score is defined %} | score {{ "%.3f"|format(r.score) }}{% endif %}
+                </div>
+            </div>
+
+        </li>
+        {% endfor %}
+    </ul>
+</div>
+{% endif %}
+
+{% endif %}
+{% endblock %}
\ No newline at end of file
diff --git a/templates/noticias.html b/templates/noticias.html
new file mode 100644
index 0000000..780454d
--- /dev/null
+++ b/templates/noticias.html
@@ -0,0 +1,550 @@
+{% extends "base.html" %}
+{% block title %}Últimas Noticias RSS{% endblock %}
+
+{% block content %}
+<div class="card" style="padding: 1.5rem;">
+    <!-- 🔥 CORREGIDO: url_for('home.home') -->
+    <form method="get" action="{{ url_for('home.home') }}" id="filter-form">
+        <input type="hidden" name="page" id="page" value="{{ page or 1 }}">
+        <input type="hidden" name="per_page" id="per_page" value="{{ per_page or 20 }}">
+        <input type="hidden" name="lang" id="lang" value="{{ (lang or 'es') }}">
+        {% if not use_tr %}
+        <input type="hidden" name="orig" id="orig" value="1">
+        {% else %}
+        <input type="hidden" name="orig" id="orig" value="">
+        {% endif %}
+        <input type="hidden" name="semantic" id="semantic" value="{{ '1' if use_semantic else '' }}">
+
+        <div class="filter-main-row" style="display: flex; gap: 10px; width: 100%;">
+            <div class="filter-search-box" style="flex: 1;">
+                <input type="search" name="q" id="q" placeholder="Buscar noticias..." value="{{ q or '' }}"
+                    style="width: 100%; padding: 0.8rem 1rem; font-size: 1.1rem; border-radius: 8px; border: 1px solid var(--border-color);">
+            </div>
+
+            <div class="filter-actions" style="display: flex; gap: 5px;">
+                <button type="submit" class="btn" style="padding: 0.8rem 1.2rem; border-radius: 8px;" title="Buscar">
+                    <i class="fas fa-search"></i>
+                </button>
+                <a href="{{ url_for('home.home') }}" class="btn btn-secondary"
+                    style="padding: 0.8rem 1.2rem; border-radius: 8px;" title="Limpiar filtros">
+                    <i class="fas fa-eraser"></i>
+                </a>
+            </div>
+        </div>
+
+        <div class="filter-row">
+            <div class="filter-group">
+                <label for="categoria_id">Categoría</label>
+                <select name="categoria_id" id="categoria_id">
+                    <option value="">— Todas —</option>
+                    {% for cat in categorias %}
+                    <option value="{{ cat.id }}" {% if cat_id==cat.id %}selected{% endif %}>{{ cat.nombre }}</option>
+                    {% endfor %}
+                </select>
+            </div>
+            <div class="filter-group">
+                <label for="continente_id">Continente</label>
+                <select name="continente_id" id="continente_id">
+                    <option value="">— Todos —</option>
+                    {% for cont in continentes %}
+                    <option value="{{ cont.id }}" {% if cont_id==cont.id %}selected{% endif %}>{{ cont.nombre }}
+                    </option>
+                    {% endfor %}
+                </select>
+            </div>
+            <div class="filter-group">
+                <label for="pais_id">País</label>
+                <select name="pais_id" id="pais_id">
+                    <option value="">— Todos —</option>
+                    {% for pais in paises %}
+                    <option value="{{ pais.id }}" data-continente-id="{{ pais.continente_id }}" {% if pais_id==pais.id
+                        %}selected{% endif %}>
+                        {{ pais.nombre|country_flag }} {{ pais.nombre }}
+                    </option>
+                    {% endfor %}
+                </select>
+            </div>
+            <div class="filter-group">
+                <label for="fecha">Fecha</label>
+                <input type="date" name="fecha" id="fecha" value="{{ fecha_filtro or '' }}">
+            </div>
+
+            <div class="filter-group toggle-group">
+                <label class="switch" style="margin-bottom: 0;">
+                    <input type="checkbox" id="semantic-toggle" {% if use_semantic %}checked{% endif %}>
+                    <span class="slider"></span>
+                </label>
+                <span style="font-size: 0.85rem; font-weight: 600;">Búsqueda IA</span>
+            </div>
+        </div>
+    </form>
+</div>
+
+
+
+{% if session.get('user_id') and recent_searches_with_results and not q and page == 1 %}
+<div class="search-history-home" style="margin-bottom: 3rem; padding: 0 10px;">
+    <h3 style="margin-bottom: 20px; color: var(--text-color); font-weight: 600; padding-left: 10px;">
+        <i class="fas fa-history"></i> Tu Actividad Reciente
+    </h3>
+    <div class="timeline-container">
+        {% for search in recent_searches_with_results %}
+        <div class="timeline-item" id="search-block-{{ search.id }}">
+            <div class="timeline-dot"></div>
+            <div class="timeline-content search-block-container">
+                <button onclick="confirmDeleteSearch('{{ search.id }}')" class="btn-delete-search"
+                    title="Eliminar este bloque">
+                    <i class="fas fa-times"></i>
+                </button>
+
+                {% set search_url = url_for('home.home', q=search.query, pais_id=search.pais_id,
+                categoria_id=search.categoria_id) %}
+                <a href="{{ search_url }}" class="search-block-link" style="text-decoration: none; color: inherit;">
+                    <div class="card search-history-card">
+                        <div class="timeline-header">
+                            <div class="timeline-title">
+                                {% if search.query %}
+                                <span class="search-query">"{{ search.query }}"</span>
+                                {% endif %}
+                                {% if search.pais_nombre %}
+                                <span class="search-tag"><i class="fas fa-globe-americas"></i> {{ search.pais_nombre
+                                    }}</span>
+                                {% endif %}
+                                {% if search.categoria_nombre %}
+                                <span class="search-tag"><i class="fas fa-tag"></i> {{ search.categoria_nombre }}</span>
+                                {% endif %}
+                                {% if not search.query and not search.pais_nombre and not search.categoria_nombre %}
+                                <span class="search-query">Búsqueda General</span>
+                                {% endif %}
+                            </div>
+                            <div class="timeline-meta">
+                                <span title="{{ search.searched_at.strftime('%d/%m/%Y %H:%M') }}">
+                                    {{ search.searched_at.strftime('%H:%M') }}
+                                </span>
+                            </div>
+                        </div>
+
+                        <div class="search-results-preview">
+                            {% if search.noticias %}
+                            <ul class="timeline-news-list">
+                                {% for noticia in search.noticias %}
+                                <li>
+                                    {% if noticia.traduccion_id %}
+                                    <a href="{{ url_for('noticia.noticia', tr_id=noticia.traduccion_id) }}"
+                                        class="result-tile-link">
+                                        {% else %}
+                                        <a href="{{ url_for('noticia.noticia', id=noticia.id) }}"
+                                            class="result-tile-link">
+                                            {% endif %}
+                                            <span class="result-title">
+                                                {{ noticia.titulo_traducido if noticia.tiene_traduccion else
+                                                noticia.titulo_original }}
+                                            </span>
+                                            <span class="result-source">{{ noticia.fuente_nombre }}</span>
+                                        </a>
+                                </li>
+                                {% endfor %}
+                            </ul>
+                            {% else %}
+                            <p class="no-results">Sin resultados nuevos</p>
+                            {% endif %}
+                        </div>
+
+                        <div class="timeline-footer">
+                            <i class="far fa-newspaper"></i> {{ search.results_count }} resultados encontrados
+                            <span class="view-more">Ver ahora <i class="fas fa-arrow-right"></i></span>
+                        </div>
+                    </div>
+                </a>
+            </div>
+        </div>
+        {% endfor %}
+    </div>
+</div>
+
+<style>
+    .timeline-container {
+        position: relative;
+        padding-left: 30px;
+        border-left: 2px solid rgba(108, 99, 255, 0.3);
+        /* Var accent-color opacity */
+        margin-left: 10px;
+    }
+
+    .timeline-item {
+        position: relative;
+        margin-bottom: 30px;
+    }
+
+    .timeline-dot {
+        position: absolute;
+        left: -37px;
+        top: 20px;
+        width: 12px;
+        height: 12px;
+        background: var(--accent-color, #6c63ff);
+        border-radius: 50%;
+        border: 2px solid var(--bg-color, #f4f6f8);
+        box-shadow: 0 0 0 4px rgba(108, 99, 255, 0.2);
+    }
+
+    .timeline-content {
+        position: relative;
+    }
+
+    .search-history-card {
+        padding: 0;
+        border-radius: 12px;
+        border: 1px solid rgba(0, 0, 0, 0.05);
+        background: var(--card-bg, #fff);
+        overflow: hidden;
+        transition: transform 0.2s, box-shadow 0.2s;
+    }
+
+    .timeline-header {
+        padding: 15px 20px;
+        background: rgba(108, 99, 255, 0.05);
+        border-bottom: 1px solid rgba(0, 0, 0, 0.05);
+        display: flex;
+        justify-content: space-between;
+        align-items: center;
+    }
+
+    .timeline-title {
+        font-weight: 600;
+        font-size: 1.1rem;
+        color: var(--text-color);
+        display: flex;
+        flex-wrap: wrap;
+        gap: 8px;
+        align-items: center;
+    }
+
+    .search-query {
+        color: var(--accent-color);
+        font-weight: 700;
+    }
+
+    .search-tag {
+        font-size: 0.85rem;
+        background: rgba(0, 0, 0, 0.05);
+        padding: 2px 8px;
+        border-radius: 4px;
+        font-weight: normal;
+        color: #666;
+    }
+
+    .timeline-meta {
+        font-size: 0.85rem;
+        color: #888;
+        white-space: nowrap;
+        margin-left: 10px;
+    }
+
+    .search-results-preview {
+        padding: 15px 20px;
+    }
+
+    .timeline-news-list {
+        list-style: none;
+        padding: 0;
+        margin: 0;
+    }
+
+    .timeline-news-list li {
+        margin-bottom: 10px;
+        padding-bottom: 10px;
+        border-bottom: 1px solid rgba(0, 0, 0, 0.05);
+    }
+
+    .timeline-news-list li:last-child {
+        margin-bottom: 0;
+        padding-bottom: 0;
+        border-bottom: none;
+    }
+
+    .result-title {
+        display: block;
+        font-size: 0.95rem;
+        font-weight: 500;
+        color: var(--text-color);
+        line-height: 1.4;
+        margin-bottom: 4px;
+        transition: color 0.2s;
+    }
+
+    .result-source {
+        font-size: 0.8rem;
+        color: #888;
+    }
+
+    .result-tile-link:hover .result-title {
+        color: var(--accent-color);
+    }
+
+    .timeline-footer {
+        padding: 10px 20px;
+        background: rgba(0, 0, 0, 0.02);
+        border-top: 1px solid rgba(0, 0, 0, 0.05);
+        font-size: 0.85rem;
+        color: #666;
+        display: flex;
+        justify-content: space-between;
+        align-items: center;
+    }
+
+    .view-more {
+        color: var(--accent-color);
+        font-weight: 500;
+        opacity: 0;
+        transition: opacity 0.2s;
+    }
+
+    .btn-delete-search {
+        position: absolute;
+        top: 10px;
+        right: 10px;
+        z-index: 10;
+        border: none;
+        background: #fff;
+        color: #ccc;
+        cursor: pointer;
+        transition: all 0.2s;
+        padding: 6px;
+        border-radius: 50%;
+        box-shadow: 0 2px 5px rgba(0, 0, 0, 0.1);
+    }
+
+    .search-block-container:hover .btn-delete-search {
+        color: #ff4d4d;
+    }
+
+    .timeline-item:hover .search-history-card {
+        transform: translateY(-2px);
+        box-shadow: 0 8px 20px rgba(0, 0, 0, 0.08);
+    }
+
+    .timeline-item:hover .view-more {
+        opacity: 1;
+    }
+
+    /* Dark Mode Adjustments */
+    .dark-mode .timeline-container {
+        border-left-color: rgba(108, 99, 255, 0.2);
+    }
+
+    .dark-mode .timeline-dot {
+        border-color: #1a2635;
+        /* Dark bg */
+    }
+
+    .dark-mode .search-history-card {
+        background: #252e3e;
+        border-color: #333;
+    }
+
+    .dark-mode .timeline-header {
+        background: rgba(255, 255, 255, 0.03);
+        border-bottom-color: #333;
+    }
+
+    .dark-mode .search-tag {
+        background: rgba(255, 255, 255, 0.1);
+        color: #ccc;
+    }
+
+    .dark-mode .timeline-news-list li {
+        border-bottom-color: #333;
+    }
+
+    .dark-mode .timeline-footer {
+        background: rgba(0, 0, 0, 0.2);
+        border-top-color: #333;
+    }
+
+    .dark-mode .btn-delete-search {
+        background: #333;
+        color: #666;
+    }
+
+    .dark-mode .result-source {
+        color: #777;
+    }
+
+    .no-results {
+        text-align: center;
+        color: #888;
+        font-style: italic;
+        padding: 10px;
+    }
+</style>
+
+<script>
+    function confirmDeleteSearch(searchId) {
+        if (confirm('¿Eliminar este bloque del historial?')) {
+            fetch(`/delete_search/${searchId}`, {
+                method: 'POST',
+                headers: {
+                    'X-Requested-With': 'XMLHttpRequest'
+                }
+            })
+                .then(response => response.json())
+                .then(data => {
+                    if (data.success) {
+                        const block = document.getElementById(`search-block-${searchId}`);
+                        if (block) {
+                            block.style.opacity = '0';
+                            block.style.transform = 'scale(0.9)';
+                            setTimeout(() => {
+                                block.remove();
+                                // If no blocks left, maybe hide the container?
+                                const container = document.querySelector('.search-history-home div[style*="grid"]');
+                                if (container && container.children.length === 0) {
+                                    document.querySelector('.search-history-home').remove();
+                                }
+                            }, 300);
+                        }
+                    } else {
+                        alert('Error al eliminar: ' + (data.error || 'Desconocido'));
+                    }
+                })
+                .catch(err => {
+                    console.error('Error:', err);
+                    alert('Error de conexión');
+                });
+        }
+    }
+</script>
+{% endif %}
+
+<div id="noticias-container">
+    {% include '_noticias_list.html' %}
+</div>
+
+<script>
+    document.addEventListener('DOMContentLoaded', function () {
+        const form = document.getElementById('filter-form');
+        const continenteSelect = document.getElementById('continente_id');
+        const paisSelect = document.getElementById('pais_id');
+        const categoriaSelect = document.getElementById('categoria_id');
+        const fechaInput = document.getElementById('fecha');
+        const qInput = document.getElementById('q');
+
+        const pageInput = document.getElementById('page');
+        const origInput = document.getElementById('orig');
+        const langInput = document.getElementById('lang');
+
+        window.setPage = function (p) {
+            if (pageInput) pageInput.value = p;
+        };
+
+        function setPage1() { pageInput.value = 1; }
+
+        function filtrarPaises() {
+            const continenteId = continenteSelect.value;
+            for (let i = 1; i < paisSelect.options.length; i++) {
+                const option = paisSelect.options[i];
+                const paisContinenteId = option.getAttribute('data-continente-id');
+                option.style.display = (!continenteId || paisContinenteId === continenteId) ? '' : 'none';
+            }
+            const opcionSeleccionada = paisSelect.options[paisSelect.selectedIndex];
+            if (opcionSeleccionada && opcionSeleccionada.style.display === 'none') {
+                paisSelect.value = '';
+            }
+        }
+
+        async function cargarNoticiasFromURL(url) {
+            const container = document.getElementById('noticias-container');
+            // Ensure minimum height to prevent collapse and scroll jump
+            container.style.minHeight = container.offsetHeight + 'px';
+            container.style.opacity = '0.5';
+
+            try {
+                const response = await fetch(url, { headers: { 'X-Requested-With': 'XMLHttpRequest' } });
+                const html = await response.text();
+                container.innerHTML = html;
+            } catch (error) {
+                console.error('Error al filtrar noticias:', error);
+                container.innerHTML = '<p style="color:var(--error-color); text-align:center;">Error al cargar las noticias.</p>';
+            } finally {
+                container.style.opacity = '1';
+                // Optional: remove minHeight if you want it to shrink back, but keeping it is often safer until next interaction
+                // container.style.minHeight = ''; 
+            }
+        }
+
+        window.cargarNoticias = async function (keepPage) {
+            if (!keepPage) setPage1();
+
+            const formData = new FormData(form);
+            const params = new URLSearchParams(formData);
+            const newUrl = `${form.action}?${params.toString()}`;
+
+            await cargarNoticiasFromURL(newUrl);
+            window.history.pushState({ path: newUrl }, '', newUrl);
+        };
+
+        form.addEventListener('submit', function (e) {
+            e.preventDefault();
+            cargarNoticias(false);
+        });
+
+        const toggleOrig = document.getElementById('toggle-orig');
+        const toggleTr = document.getElementById('toggle-tr');
+
+        if (toggleOrig) {
+            toggleOrig.addEventListener('click', function (e) {
+                e.preventDefault();
+                origInput.value = '1';
+                cargarNoticias(false);
+            });
+        }
+        if (toggleTr) {
+            toggleTr.addEventListener('click', function (e) {
+                e.preventDefault();
+                origInput.value = '';
+                if (!langInput.value) langInput.value = 'es';
+                cargarNoticias(false);
+            });
+        }
+
+        continenteSelect.addEventListener('change', function () {
+            filtrarPaises();
+            cargarNoticias(false);
+        });
+        paisSelect.addEventListener('change', function () {
+            cargarNoticias(false);
+        });
+        categoriaSelect.addEventListener('change', function () {
+            cargarNoticias(false);
+        });
+        fechaInput.addEventListener('change', function () {
+            cargarNoticias(false);
+        });
+
+        let qTimer = null;
+        qInput.addEventListener('input', function () {
+            if (qTimer) clearTimeout(qTimer);
+            qTimer = setTimeout(() => {
+                cargarNoticias(false);
+            }, 450);
+        });
+
+        const semanticToggle = document.getElementById('semantic-toggle');
+        const semanticInput = document.getElementById('semantic');
+        if (semanticToggle) {
+            semanticToggle.addEventListener('change', function () {
+                semanticInput.value = this.checked ? '1' : '';
+                cargarNoticias(false);
+            });
+        }
+
+        filtrarPaises();
+
+        window.addEventListener('popstate', function (e) {
+            const url = (e.state && e.state.path) ? e.state.path : window.location.href;
+            cargarNoticiasFromURL(url);
+        });
+    });
+</script>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/parrillas/detail.html b/templates/parrillas/detail.html
new file mode 100644
index 0000000..6e6c918
--- /dev/null
+++ b/templates/parrillas/detail.html
@@ -0,0 +1,271 @@
+{% extends "base.html" %}
+
+{% block title %}{{ parrilla.nombre }}{% endblock %}
+
+{% block content %}
+<div class="container">
+    <div class="page-header">
+        <div class="header-content">
+            <h1>🎬 {{ parrilla.nombre }}</h1>
+            <span class="badge {% if parrilla.activo %}badge-success{% else %}badge-secondary{% endif %}">
+                {% if parrilla.activo %}Activa{% else %}Inactiva{% endif %}
+            </span>
+        </div>
+        <div class="header-actions">
+            <button onclick="generarVideo({{ parrilla.id }})" class="btn btn-primary">▶ Generar Video Ahora</button>
+            <a href="{{ url_for('parrillas.index') }}" class="btn btn-secondary">Volver</a>
+        </div>
+    </div>
+
+    <div class="grid-layout">
+        <!-- Sidebar Info -->
+        <div class="sidebar">
+            <div class="info-card">
+                <h3>Configuración</h3>
+                <p class="desc">{{ parrilla.descripcion }}</p>
+
+                <ul class="info-list">
+                    <li><strong>Tipo:</strong> {{ parrilla.tipo_filtro }}</li>
+                    {% if parrilla.pais_nombre %}
+                    <li><strong>País:</strong> {{ parrilla.pais_nombre }}</li>
+                    {% endif %}
+                    {% if parrilla.categoria_nombre %}
+                    <li><strong>Categoría:</strong> {{ parrilla.categoria_nombre }}</li>
+                    {% endif %}
+                    <li><strong>Máx. Noticias:</strong> {{ parrilla.max_noticias }}</li>
+                    <li><strong>Frecuencia:</strong> {{ parrilla.frecuencia }}</li>
+                    <li><strong>Idioma:</strong> {{ parrilla.idioma_voz }}</li>
+                    <li><strong>Subtítulos:</strong> {% if parrilla.include_subtitles %}Sí{% else %}No{% endif %}</li>
+                    <li><strong>Última Gen:</strong> {{ parrilla.ultima_generacion or 'Nunca' }}</li>
+                </ul>
+            </div>
+
+            <div class="preview-card">
+                <h3>📰 Preview Contenido</h3>
+                <div id="preview-list">Cargando noticias...</div>
+            </div>
+        </div>
+
+        <!-- Main Content -->
+        <div class="main-content">
+            <h2>Videos Generados</h2>
+
+            {% if videos %}
+            <div class="videos-list">
+                {% for video in videos %}
+                <div class="video-item status-{{ video.status }}">
+                    <div class="video-info">
+                        <h4>{{ video.titulo }}</h4>
+                        <span class="date">{{ video.fecha_generacion }}</span>
+                        <span class="status-badge {{ video.status }}">{{ video.status }}</span>
+                        {% if video.error_message %}
+                        <p class="error-msg">{{ video.error_message }}</p>
+                        {% endif %}
+                    </div>
+                    <div class="video-actions">
+                        {% if video.status == 'completed' %}
+                        <audio controls style="height: 30px; margin-right: 10px;">
+                            <source src="{{ url_for('parrillas.serve_file', video_id=video.id, filename='audio.wav') }}"
+                                type="audio/wav">
+                            Tu navegador no soporta audio.
+                        </audio>
+                        <a href="{{ url_for('parrillas.serve_file', video_id=video.id, filename='script.txt') }}"
+                            target="_blank" class="btn btn-sm btn-outline">📝 Ver Script</a>
+                        <a href="{{ url_for('parrillas.serve_file', video_id=video.id, filename='audio.wav') }}"
+                            download class="btn btn-sm btn-outline">📥 Bajar Audio</a>
+                        {% endif %}
+                        <button onclick="verLog({{ video.id }})" class="btn btn-sm btn-outline">📜 Ver Log</button>
+                    </div>
+                </div>
+                {% endfor %}
+            </div>
+            {% else %}
+            <div class="empty-state">
+                <p>No se han generado videos todavía.</p>
+            </div>
+            {% endif %}
+        </div>
+    </div>
+</div>
+
+<!-- Log Modal -->
+<div id="logModal" class="modal"
+    style="display:none; position:fixed; top:0; left:0; width:100%; height:100%; background:rgba(0,0,0,0.5); z-index:1000;">
+    <div class="modal-content"
+        style="background:var(--paper-color); margin:10% auto; padding:20px; width:80%; max-width:800px; border-radius:10px; position:relative;">
+        <span onclick="document.getElementById('logModal').style.display='none'"
+            style="position:absolute; top:10px; right:15px; cursor:pointer; font-size:24px;">&times;</span>
+        <h3>Log de Generación</h3>
+        <pre id="logContent"
+            style="background:#1e1e1e; color:#d4d4d4; padding:15px; border-radius:5px; overflow:auto; max-height:500px; font-family:monospace;"></pre>
+    </div>
+</div>
+
+<style>
+    .grid-layout {
+        display: grid;
+        grid-template-columns: 350px 1fr;
+        gap: 30px;
+        margin-top: 20px;
+    }
+
+    .info-card,
+    .preview-card {
+        background: var(--paper-color);
+        padding: 20px;
+        border-radius: 12px;
+        margin-bottom: 20px;
+        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.05);
+    }
+
+    .info-card h3,
+    .preview-card h3 {
+        margin-top: 0;
+        border-bottom: 2px solid var(--accent-color);
+        padding-bottom: 10px;
+        margin-bottom: 15px;
+    }
+
+    .info-list {
+        list-style: none;
+        padding: 0;
+    }
+
+    .info-list li {
+        padding: 8px 0;
+        border-bottom: 1px solid var(--border-color);
+    }
+
+    .videos-list {
+        display: flex;
+        flex-direction: column;
+        gap: 15px;
+    }
+
+    .video-item {
+        background: var(--paper-color);
+        padding: 15px;
+        border-radius: 8px;
+        display: flex;
+        justify-content: space-between;
+        align-items: center;
+        border-left: 4px solid transparent;
+    }
+
+    .video-item.status-completed {
+        border-left-color: #28a745;
+    }
+
+    .video-item.status-error {
+        border-left-color: #dc3545;
+    }
+
+    .video-item.status-processing {
+        border-left-color: #ffc107;
+    }
+
+    .status-badge {
+        padding: 2px 8px;
+        border-radius: 4px;
+        font-size: 0.8em;
+        text-transform: uppercase;
+        font-weight: bold;
+    }
+
+    .status-badge.completed {
+        background: #d4edda;
+        color: #155724;
+    }
+
+    .status-badge.error {
+        background: #f8d7da;
+        color: #721c24;
+    }
+
+    .status-badge.processing {
+        background: #fff3cd;
+        color: #856404;
+    }
+
+    .preview-item {
+        padding: 10px;
+        background: rgba(0, 0, 0, 0.02);
+        margin-bottom: 10px;
+        border-radius: 6px;
+        font-size: 0.9em;
+    }
+
+    .btn-sm {
+        padding: 4px 8px;
+        font-size: 0.85em;
+    }
+
+    @media (max-width: 768px) {
+        .grid-layout {
+            grid-template-columns: 1fr;
+        }
+    }
+</style>
+
+<script>
+    async function loadPreview() {
+        try {
+            const res = await fetch(`/parrillas/api/{{ parrilla.id }}/preview`);
+            const data = await res.json();
+
+            const container = document.getElementById('preview-list');
+            if (data.noticias && data.noticias.length > 0) {
+                container.innerHTML = data.noticias.map(n => `
+                <div class="preview-item">
+                    <strong>${n.titulo_trad || n.titulo}</strong><br>
+                    <small>${n.fecha}</small>
+                </div>
+            `).join('');
+            } else {
+                container.innerHTML = '<p>No hay noticias recientes que coincidan con los filtros.</p>';
+            }
+        } catch (e) {
+            console.error(e);
+            document.getElementById('preview-list').innerHTML = 'Error cargando preview.';
+        }
+    }
+
+    async function generarVideo(id) {
+        if (!confirm('¿Generar nuevo video?')) return;
+        try {
+            const res = await fetch(`/parrillas/api/${id}/generar`, { method: 'POST' });
+            const data = await res.json();
+            if (data.success) {
+                location.reload();
+            } else {
+                alert('Error: ' + data.message);
+            }
+        } catch (e) {
+            alert('Error de conexión');
+        }
+    }
+
+    async function verLog(id) {
+        const modal = document.getElementById('logModal');
+        const content = document.getElementById('logContent');
+        content.textContent = "Cargando log...";
+        modal.style.display = 'block';
+
+        try {
+            const res = await fetch(`/parrillas/files/${id}/generation.log`);
+            if (res.ok) {
+                const text = await res.text();
+                content.textContent = text || "Log vacío.";
+            } else {
+                content.textContent = "No se pudo cargar el log. (Posiblemente el video es antiguo o falló antes de crear logs).";
+            }
+        } catch (e) {
+            content.textContent = "Error de conexión al cargar log.";
+        }
+    }
+
+    // Init
+    loadPreview();
+</script>
+{% endblock %}
+```
\ No newline at end of file
diff --git a/templates/parrillas/form.html b/templates/parrillas/form.html
new file mode 100644
index 0000000..8141f77
--- /dev/null
+++ b/templates/parrillas/form.html
@@ -0,0 +1,237 @@
+{% extends "base.html" %}
+
+{% block title %}Nueva Parrilla{% endblock %}
+
+{% block content %}
+<div class="container">
+    <div class="page-header">
+        <h1>🎬 Nueva Parrilla de Video</h1>
+        <p>Configura un resumen automático de noticias</p>
+    </div>
+
+    <div class="form-card">
+        <form method="POST" action="{{ url_for('parrillas.nueva') }}">
+            <div class="form-group">
+                <label for="nombre">Nombre de la Parrilla*</label>
+                <input type="text" id="nombre" name="nombre" required placeholder="Ej: Noticias de Bulgaria"
+                    class="form-control">
+            </div>
+
+            <div class="form-group">
+                <label for="descripcion">Descripción</label>
+                <textarea id="descripcion" name="descripcion" rows="3" class="form-control"
+                    placeholder="Descripción opcional..."></textarea>
+            </div>
+
+            <hr>
+
+            <h3>Filtros de Contenido</h3>
+            <div class="form-group">
+                <label for="tipo_filtro">Tipo de Filtro*</label>
+                <select id="tipo_filtro" name="tipo_filtro" class="form-control" onchange="toggleFiltros()">
+                    <option value="pais">Por País</option>
+                    <option value="categoria">Por Categoría</option>
+                    <option value="entidad">Por Persona/Organización</option>
+                    <option value="custom">Personalizado</option>
+                </select>
+            </div>
+
+            <div id="filtro_pais" class="filtro-section">
+                <div class="form-group">
+                    <label for="pais_id">País</label>
+                    <select id="pais_id" name="pais_id" class="form-control">
+                        <option value="">Seleccionar País...</option>
+                        {% for p in paises %}
+                        <option value="{{ p.id }}">{{ p.nombre }}</option>
+                        {% endfor %}
+                    </select>
+                </div>
+            </div>
+
+            <div id="filtro_categoria" class="filtro-section" style="display:none">
+                <div class="form-group">
+                    <label for="categoria_id">Categoría</label>
+                    <select id="categoria_id" name="categoria_id" class="form-control">
+                        <option value="">Seleccionar Categoría...</option>
+                        {% for c in categorias %}
+                        <option value="{{ c.id }}">{{ c.nombre }}</option>
+                        {% endfor %}
+                    </select>
+                </div>
+            </div>
+
+            <div id="filtro_entidad" class="filtro-section" style="display:none">
+                <div class="form-row">
+                    <div class="form-group col-md-8">
+                        <label for="entidad_nombre">Nombre Entidad</label>
+                        <input type="text" id="entidad_nombre" name="entidad_nombre" class="form-control"
+                            placeholder="Ej: Donald Trump">
+                    </div>
+                    <div class="form-group col-md-4">
+                        <label for="entidad_tipo">Tipo</label>
+                        <select id="entidad_tipo" name="entidad_tipo" class="form-control">
+                            <option value="persona">Persona</option>
+                            <option value="organizacion">Organización</option>
+                        </select>
+                    </div>
+                </div>
+            </div>
+
+            <hr>
+
+            <h3>Configuración de Generación</h3>
+            <div class="form-row">
+                <div class="form-group col-md-6">
+                    <label for="max_noticias">Máx. Noticias</label>
+                    <input type="number" id="max_noticias" name="max_noticias" value="5" min="1" max="20"
+                        class="form-control">
+                </div>
+                <div class="form-group col-md-6">
+                    <label for="duracion_maxima">Duración Máx. (segundos)</label>
+                    <input type="number" id="duracion_maxima" name="duracion_maxima" value="180" class="form-control">
+                </div>
+            </div>
+
+            <div class="form-row">
+                <div class="form-group col-md-6">
+                    <label for="idioma_voz">Idioma Voz</label>
+                    <select id="idioma_voz" name="idioma_voz" class="form-control">
+                        <option value="es">Español</option>
+                        <option value="en">Inglés</option>
+                    </select>
+                </div>
+                <div class="form-group col-md-6">
+                    <label for="frecuencia">Frecuencia</label>
+                    <select id="frecuencia" name="frecuencia" class="form-control">
+                        <option value="manual">Manual</option>
+                        <option value="daily">Diaria</option>
+                        <option value="weekly">Semanal</option>
+                    </select>
+                </div>
+            </div>
+
+            <div class="form-group checkbox-group">
+                <label>
+                    <input type="checkbox" name="include_images" checked> Incluir Imágenes
+                </label>
+                <label>
+                    <input type="checkbox" name="include_subtitles" checked> Generar Subtítulos
+                </label>
+                <label>
+                    <input type="checkbox" name="activo" checked> Activa
+                </label>
+            </div>
+
+            <div class="form-actions">
+                <a href="{{ url_for('parrillas.index') }}" class="btn btn-secondary">Cancelar</a>
+                <button type="submit" class="btn btn-primary">Crear Parrilla</button>
+            </div>
+        </form>
+    </div>
+</div>
+
+<style>
+    .form-card {
+        background: var(--paper-color);
+        padding: 30px;
+        border-radius: 12px;
+        box-shadow: 0 4px 12px rgba(0, 0, 0, 0.1);
+        max-width: 800px;
+        margin: 0 auto;
+    }
+
+    .form-group {
+        margin-bottom: 20px;
+    }
+
+    .form-row {
+        display: flex;
+        gap: 20px;
+    }
+
+    .col-md-6 {
+        flex: 0 0 calc(50% - 10px);
+    }
+
+    .col-md-8 {
+        flex: 0 0 calc(66.66% - 10px);
+    }
+
+    .col-md-4 {
+        flex: 0 0 calc(33.33% - 10px);
+    }
+
+    label {
+        display: block;
+        margin-bottom: 8px;
+        font-weight: 500;
+    }
+
+    .form-control {
+        width: 100%;
+        padding: 10px;
+        border: 1px solid var(--border-color);
+        border-radius: 6px;
+        background: rgba(255, 255, 255, 0.9);
+        font-size: 1rem;
+    }
+
+    .checkbox-group {
+        display: flex;
+        gap: 20px;
+        margin-top: 10px;
+    }
+
+    .form-actions {
+        margin-top: 30px;
+        display: flex;
+        justify-content: flex-end;
+        gap: 15px;
+    }
+
+    .btn {
+        padding: 10px 20px;
+        border: none;
+        border-radius: 6px;
+        cursor: pointer;
+        font-weight: 500;
+        text-decoration: none;
+        transition: all 0.2s;
+    }
+
+    .btn-primary {
+        background: var(--accent-color);
+        color: white;
+    }
+
+    .btn-secondary {
+        background: #6c757d;
+        color: white;
+    }
+
+    .btn:hover {
+        opacity: 0.9;
+        transform: translateY(-1px);
+    }
+
+    hr {
+        margin: 30px 0;
+        border: none;
+        border-top: 1px solid var(--border-color);
+    }
+</style>
+
+<script>
+    function toggleFiltros() {
+        const tipo = document.getElementById('tipo_filtro').value;
+        document.querySelectorAll('.filtro-section').forEach(el => el.style.display = 'none');
+
+        if (tipo === 'pais') document.getElementById('filtro_pais').style.display = 'block';
+        if (tipo === 'categoria') document.getElementById('filtro_categoria').style.display = 'block';
+        if (tipo === 'entidad') document.getElementById('filtro_entidad').style.display = 'block';
+    }
+
+    // Init
+    toggleFiltros();
+</script>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/parrillas/index.html b/templates/parrillas/index.html
new file mode 100644
index 0000000..6e14e92
--- /dev/null
+++ b/templates/parrillas/index.html
@@ -0,0 +1,245 @@
+{% extends "base.html" %}
+
+{% block title %}Parrillas de Videos{% endblock %}
+
+{% block content %}
+<div class="container">
+    <div class="page-header">
+        <h1>🎬 Parrillas de Videos Automatizados</h1>
+        <p>Genera videos automáticos de noticias filtradas por país, categoría o entidad</p>
+        <a href="{{ url_for('parrillas.nueva') }}" class="btn btn-primary">➕ Nueva Parrill</a>
+    </div>
+
+    {% if parrillas %}
+    <div class="parrillas-grid">
+        {% for p in parrillas %}
+        <div class="parrilla-card">
+            <div class="card-header">
+                <h3>{{ p.nombre }}</h3>
+                <span class="badge {% if p.activo %}badge-success{% else %}badge-secondary{% endif %}">
+                    {% if p.activo %}Activa{% else %}Inactiva{% endif %}
+                </span>
+            </div>
+
+            <div class="card-body">
+                <p class="description">{{ p.descripcion or 'Sin descripción' }}</p>
+
+                <div class="metadatos">
+                    <div class="meta-item">
+                        <strong>Tipo:</strong> {{ p.tipo_filtro }}
+                    </div>
+                    {% if p.pais_nombre %}
+                    <div class="meta-item">
+                        <strong>País:</strong> {{ p.pais_nombre }}
+                    </div>
+                    {% endif %}
+                    {% if p.categoria_nombre %}
+                    <div class="meta-item">
+                        <strong>Categoría:</strong> {{ p.categoria_nombre }}
+                    </div>
+                    {% endif %}
+                    {% if p.entidad_nombre %}
+                    <div class="meta-item">
+                        <strong>Entidad:</strong> {{ p.entidad_nombre }} ({{ p.entidad_tipo }})
+                    </div>
+                    {% endif %}
+                    <div class="meta-item">
+                        <strong>Videos generados:</strong> {{ p.total_videos }}
+                    </div>
+                    <div class="meta-item">
+                        <strong>Frecuencia:</strong> {{ p.frecuencia }}
+                    </div>
+                </div>
+            </div>
+
+            <div class="card-footer">
+                <a href="{{ url_for('parrillas.ver', id=p.id) }}" class="btn btn-secondary">Ver Detalles</a>
+                <button onclick="toggleParrilla({{ p.id }})" class="btn btn-warning">
+                    {% if p.activo %}Desactivar{% else %}Activar{% endif %}
+                </button>
+                <button onclick="generarVideo({{ p.id }})" class="btn btn-success">Generar Video</button>
+            </div>
+        </div>
+        {% endfor %}
+    </div>
+    {% else %}
+    <div class="empty-state">
+        <p>No hay parrillas configuradas.</p>
+        <a href="{{ url_for('parrillas.nueva') }}" class="btn btn-primary">Crear tu primera parrilla</a>
+    </div>
+    {% endif %}
+</div>
+
+<style>
+    .parrillas-grid {
+        display: grid;
+        grid-template-columns: repeat(auto-fill, minmax(400px, 1fr));
+        gap: 20px;
+        margin-top: 30px;
+    }
+
+    .parrilla-card {
+        background: var(--paper-color);
+        border-radius: 12px;
+        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.1);
+        overflow: hidden;
+        transition: transform 0.2s;
+    }
+
+    .parrilla-card:hover {
+        transform: translateY(-4px);
+        box-shadow: 0 4px 12px rgba(0, 0, 0, 0.15);
+    }
+
+    .card-header {
+        background: var(--accent-color);
+        color: white;
+        padding: 15px 20px;
+        display: flex;
+        justify-content: space-between;
+        align-items: center;
+    }
+
+    .card-header h3 {
+        margin: 0;
+        font-size: 1.2em;
+    }
+
+    .badge {
+        padding: 4px 12px;
+        border-radius: 12px;
+        font-size: 0.85em;
+        font-weight: bold;
+    }
+
+    .badge-success {
+        background: #28a745;
+    }
+
+    .badge-secondary {
+        background: #6c757d;
+    }
+
+    .card-body {
+        padding: 20px;
+    }
+
+    .description {
+        color: var(--text-secondary);
+        margin-bottom: 15px;
+        font-style: italic;
+    }
+
+    .metadatos {
+        display: grid;
+        gap: 8px;
+    }
+
+    .meta-item {
+        font-size: 0.9em;
+        padding: 6px;
+        background: rgba(0, 0, 0, 0.03);
+        border-radius: 4px;
+    }
+
+    .card-footer {
+        padding: 15px 20px;
+        border-top: 1px solid var(--border-color);
+        display: flex;
+        gap: 10px;
+        flex-wrap: wrap;
+    }
+
+    .btn {
+        padding: 8px 16px;
+        border: none;
+        border-radius: 6px;
+        cursor: pointer;
+        font-weight: 500;
+        transition: all 0.2s;
+        text-decoration: none;
+        display: inline-block;
+    }
+
+    .btn-primary {
+        background: var(--accent-color);
+        color: white;
+    }
+
+    .btn-secondary {
+        background: #6c757d;
+        color: white;
+    }
+
+    .btn-warning {
+        background: #ffc107;
+        color: black;
+    }
+
+    .btn-success {
+        background: #28a745;
+        color: white;
+    }
+
+    .btn:hover {
+        opacity: 0.9;
+        transform: translateY(-1px);
+    }
+
+    .empty-state {
+        text-align: center;
+        padding: 60px 20px;
+        color: var(--text-secondary);
+    }
+
+    .page-header {
+        display: flex;
+        justify-content: space-between;
+        align-items: center;
+        margin-bottom: 20px;
+        flex-wrap: wrap;
+        gap: 15px;
+    }
+
+    .page-header h1 {
+        margin: 0;
+    }
+
+    .page-header p {
+        color: var(--text-secondary);
+        margin: 5px 0;
+    }
+</style>
+
+<script>
+    async function toggleParrilla(id) {
+        try {
+            const res = await fetch(`/parrillas/api/${id}/toggle`, { method: 'POST' });
+            const data = await res.json();
+            if (data.success) {
+                location.reload();
+            } else {
+                alert('Error al cambiar estado');
+            }
+        } catch (e) {
+            alert('Error: ' + e.message);
+        }
+    }
+
+    async function generarVideo(id) {
+        if (!confirm('¿Generar nuevo video para esta parrilla?')) return;
+
+        try {
+            const res = await fetch(`/parrillas/api/${id}/generar`, { method: 'POST' });
+            const data = await res.json();
+            if (data.success) {
+                alert('Video en cola para generación!');
+            } else {
+                alert('Error: ' + (data.error || 'Unknown error'));
+            }
+        } catch (e) {
+            alert('Error: ' + e.message);
+        }
+    }
+</script>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/pdf_template.html b/templates/pdf_template.html
new file mode 100644
index 0000000..b615e6c
--- /dev/null
+++ b/templates/pdf_template.html
@@ -0,0 +1,91 @@
+<!DOCTYPE html>
+<html lang="es">
+
+<head>
+    <meta charset="UTF-8">
+    <title>{{ titulo }}</title>
+    <style>
+        body {
+            font-family: 'Helvetica', 'Arial', sans-serif;
+            line-height: 1.6;
+            color: #333;
+            max-width: 800px;
+            margin: 0 auto;
+        }
+
+        h1 {
+            color: #2c3e50;
+            font-size: 24px;
+            margin-bottom: 10px;
+            border-bottom: 2px solid #3498db;
+            padding-bottom: 10px;
+        }
+
+        .meta {
+            color: #7f8c8d;
+            font-size: 12px;
+            margin-bottom: 20px;
+            font-style: italic;
+        }
+
+        .meta span {
+            margin-right: 15px;
+        }
+
+        .image-container {
+            text-align: center;
+            margin-bottom: 20px;
+        }
+
+        img {
+            max-width: 100%;
+            max-height: 300px;
+            border-radius: 4px;
+        }
+
+        .content {
+            font-size: 14px;
+            text-align: justify;
+        }
+
+        .footer {
+            margin-top: 30px;
+            padding-top: 10px;
+            border-top: 1px solid #eee;
+            font-size: 10px;
+            color: #999;
+            text-align: center;
+        }
+
+        a {
+            color: #3498db;
+            text-decoration: none;
+        }
+    </style>
+</head>
+
+<body>
+    <h1>{{ titulo }}</h1>
+
+    <div class="meta">
+        <span>📅 {{ fecha }}</span>
+        <span>📰 {{ fuente }}</span>
+        {% if categoria %}<span>🏷️ {{ categoria }}</span>{% endif %}
+    </div>
+
+    {% if imagen_url %}
+    <div class="image-container">
+        <img src="{{ imagen_url }}" alt="Imagen noticia">
+    </div>
+    {% endif %}
+
+    <div class="content">
+        {{ resumen | safe }}
+    </div>
+
+    <div class="footer">
+        <p>Generado por The Daily Feed - <a href="{{ url }}">Leer original</a></p>
+    </div>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/templates/register.html b/templates/register.html
new file mode 100644
index 0000000..2b50a65
--- /dev/null
+++ b/templates/register.html
@@ -0,0 +1,50 @@
+{% extends "base.html" %}
+
+{% block title %}Registrarse - The Daily Feed{% endblock %}
+
+{% block content %}
+<div style="max-width: 500px; margin: 40px auto; padding: 30px; background: #f9f9f9; border-radius: 10px;">
+    <h2 style="text-align: center; margin-bottom: 30px;">Crear Cuenta</h2>
+
+    <form method="post" action="{{ url_for('auth.register') }}">
+        <div style="margin-bottom: 20px;">
+            <label for="username" style="display: block; margin-bottom: 5px; font-weight: 500;">Nombre de usuario
+                *</label>
+            <input type="text" id="username" name="username" required minlength="3" maxlength="50"
+                value="{{ username or '' }}"
+                style="width: 100%; padding: 10px; border: 1px solid #ddd; border-radius: 5px; font-size: 14px;">
+            <small style="color: #666; font-size: 12px;">Mínimo 3 caracteres. Solo letras, números, - y _</small>
+        </div>
+
+        <div style="margin-bottom: 20px;">
+            <label for="email" style="display: block; margin-bottom: 5px; font-weight: 500;">Email *</label>
+            <input type="email" id="email" name="email" required value="{{ email or '' }}"
+                style="width: 100%; padding: 10px; border: 1px solid #ddd; border-radius: 5px; font-size: 14px;">
+        </div>
+
+        <div style="margin-bottom: 20px;">
+            <label for="password" style="display: block; margin-bottom: 5px; font-weight: 500;">Contraseña *</label>
+            <input type="password" id="password" name="password" required minlength="6" maxlength="128"
+                style="width: 100%; padding: 10px; border: 1px solid #ddd; border-radius: 5px; font-size: 14px;">
+            <small style="color: #666; font-size: 12px;">Mínimo 6 caracteres</small>
+        </div>
+
+        <div style="margin-bottom: 30px;">
+            <label for="password_confirm" style="display: block; margin-bottom: 5px; font-weight: 500;">Confirmar
+                contraseña *</label>
+            <input type="password" id="password_confirm" name="password_confirm" required minlength="6" maxlength="128"
+                style="width: 100%; padding: 10px; border: 1px solid #ddd; border-radius: 5px; font-size: 14px;">
+        </div>
+
+        <button type="submit"
+            style="width: 100%; padding: 12px; background: #6c63ff; color: white; border: none; border-radius: 5px; font-size: 16px; font-weight: 600; cursor: pointer;">
+            Crear cuenta
+        </button>
+    </form>
+
+    <div style="text-align: center; margin-top: 20px;">
+        <p style="color: #666;">¿Ya tienes cuenta? <a href="{{ url_for('auth.login') }}"
+                style="color: #6c63ff; text-decoration: none; font-weight: 500;">Inicia sesión</a></p>
+    </div>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/restore_completo.html b/templates/restore_completo.html
new file mode 100644
index 0000000..b84cbb3
--- /dev/null
+++ b/templates/restore_completo.html
@@ -0,0 +1,42 @@
+{% extends "base.html" %}
+
+{% block title %}Restaurar Backup Completo{% endblock %}
+
+{% block content %}
+<div class="card">
+    <div class="card-header">
+        <h3>Restaurar Backup Completo</h3>
+    </div>
+    <div class="card-body">
+        <p>
+            Sube un archivo <strong>.zip</strong> generado desde
+            <em>"Backup Completo (.zip)"</em> en el dashboard.
+        </p>
+
+        <div
+            style="background: #fff3cd; border: 1px solid #ffeeba; padding: 10px 12px; border-radius: 8px; margin: 15px 0;">
+            <strong>⚠ Atención:</strong>
+            <ul style="margin: 8px 0 0 18px; padding: 0;">
+                <li>Se <strong>vaciarán</strong> las tablas <code>feeds</code> y <code>fuentes_url</code>.</li>
+                <li>Los datos de esos CSV se volverán a cargar desde el backup.</li>
+                <li>No se tocan noticias, traducciones ni tags.</li>
+            </ul>
+        </div>
+
+        <form action="{{ url_for('restore_completo') }}" method="post" enctype="multipart/form-data">
+            <div class="form-group" style="margin-bottom: 15px;">
+                <label for="backup_file"><strong>Archivo .zip de backup completo</strong></label>
+                <input type="file" id="backup_file" name="backup_file" required style="display:block; margin-top:8px;">
+            </div>
+
+            <div style="margin-top: 20px; display:flex; gap:10px;">
+                <a href="{{ url_for('dashboard') }}" class="btn btn-secondary">Cancelar</a>
+                <button type="submit" class="btn btn-danger">
+                    <i class="fas fa-exclamation-triangle"></i>
+                    Restaurar desde backup
+                </button>
+            </div>
+        </form>
+    </div>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/restore_feeds.html b/templates/restore_feeds.html
new file mode 100644
index 0000000..72839c2
--- /dev/null
+++ b/templates/restore_feeds.html
@@ -0,0 +1,20 @@
+{% extends "base.html" %}
+{% block title %}Restaurar Feeds{% endblock %}
+
+{% block content %}
+<h1>Restaurar Feeds</h1>
+
+<div class="card">
+    <form method="post" enctype="multipart/form-data" action="{{ url_for('backup.restore_feeds') }}">
+        <label>Archivo CSV</label>
+        <input type="file" name="file" required>
+
+        <button class="btn" style="margin-top:15px;width:100%;">Restaurar</button>
+    </form>
+</div>
+
+<div class="card">
+    <h3>Formato esperado</h3>
+    <code>id,nombre,descripcion,url,categoria_id,categoria,pais_id,pais,idioma,activo,fallos</code>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/restore_urls.html b/templates/restore_urls.html
new file mode 100644
index 0000000..1722e5b
--- /dev/null
+++ b/templates/restore_urls.html
@@ -0,0 +1,16 @@
+{% extends "base.html" %}
+{% block title %}Importar Fuentes URL{% endblock %}
+
+{% block content %}
+<h1>Importar Fuentes URL</h1>
+
+<div class="card">
+    <form method="post" enctype="multipart/form-data" action="{{ url_for('restore_urls') }}">
+        <label>Archivo CSV:</label>
+        <input type="file" name="file" required>
+
+        <button class="btn" style="margin-top:15px;">Importar</button>
+        <a href="{{ url_for('dashboard') }}" class="btn btn-secondary">Cancelar</a>
+    </form>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/resumen.html b/templates/resumen.html
new file mode 100644
index 0000000..93c16a2
--- /dev/null
+++ b/templates/resumen.html
@@ -0,0 +1,156 @@
+{% extends "base.html" %}
+
+{% block title %}Resumen Diario - {{ current_date.strftime('%d/%m/%Y') }}{% endblock %}
+
+{% block content %}
+<div class="summary-header">
+    <div class="date-nav">
+        <a href="{{ url_for('resumen.diario', date=prev_date) }}" class="btn btn-small btn-secondary">
+            <i class="fas fa-chevron-left"></i> Anterior
+        </a>
+        <h1>Resumen Diario <small>{{ current_date.strftime('%d/%m/%Y') }}</small></h1>
+        {% if next_date %}
+        <a href="{{ url_for('resumen.diario', date=next_date) }}" class="btn btn-small btn-secondary">
+            Siguiente <i class="fas fa-chevron-right"></i>
+        </a>
+        {% else %}
+        <span style="width: 100px;"></span>
+        {% endif %}
+    </div>
+</div>
+
+{% if not noticias_by_cat %}
+<div class="card" style="text-align: center; padding: 40px;">
+    <i class="far fa-newspaper" style="font-size: 3rem; color: #ccc; margin-bottom: 20px;"></i>
+    <h3>No hay noticias para este día</h3>
+    <p>Prueba navegando a días anteriores.</p>
+</div>
+{% else %}
+
+<div class="summary-grid">
+    {% for categoria, noticias in noticias_by_cat.items() %}
+    <div class="category-block card">
+        <h2 class="category-title">{{ categoria }}</h2>
+        <ul class="summary-list">
+            {% for n in noticias %}
+            <li class="summary-item">
+                {% if n.imagen_url %}
+                <div class="summary-img">
+                    <img src="{{ n.imagen_url }}" loading="lazy" onerror="this.style.display='none'">
+                </div>
+                {% endif %}
+                <div class="summary-content">
+                    <h3><a href="{{ url_for('noticia.detalle_noticia', noticia_id=n.id) }}">{{ n.titulo }}</a></h3>
+                    <div class="meta">
+                        {{ n.time_str }} | {{ n.fuente }}
+                    </div>
+                </div>
+            </li>
+            {% endfor %}
+        </ul>
+        <div style="text-align: center; margin-top: 15px;">
+            <a href="{{ url_for('home.home', categoria_id=noticias[0].categoria_id, fecha=current_date) }}"
+                class="btn btn-small btn-outline">Ver más de {{ categoria }}</a>
+        </div>
+    </div>
+    {% endfor %}
+</div>
+
+{% endif %}
+
+<style>
+    .summary-header {
+        text-align: center;
+        margin-bottom: 30px;
+    }
+
+    .date-nav {
+        display: flex;
+        justify-content: space-between;
+        align-items: center;
+        max-width: 800px;
+        margin: 0 auto;
+    }
+
+    .date-nav h1 {
+        margin: 0;
+        font-family: var(--primary-font);
+    }
+
+    .date-nav h1 small {
+        display: block;
+        font-size: 0.5em;
+        color: #777;
+        font-family: var(--secondary-font);
+        margin-top: 5px;
+    }
+
+    .summary-grid {
+        display: grid;
+        grid-template-columns: repeat(auto-fit, minmax(350px, 1fr));
+        gap: 20px;
+    }
+
+    .category-title {
+        border-bottom: 2px solid var(--accent-color);
+        padding-bottom: 10px;
+        margin-top: 0;
+        margin-bottom: 20px;
+        font-family: var(--primary-font);
+    }
+
+    .summary-list {
+        list-style: none;
+        padding: 0;
+        margin: 0;
+    }
+
+    .summary-item {
+        display: flex;
+        gap: 15px;
+        margin-bottom: 20px;
+        border-bottom: 1px dotted var(--border-color);
+        padding-bottom: 20px;
+    }
+
+    .summary-item:last-child {
+        border-bottom: none;
+        margin-bottom: 0;
+        padding-bottom: 0;
+    }
+
+    .summary-img {
+        width: 80px;
+        height: 80px;
+        flex-shrink: 0;
+        border-radius: 4px;
+        overflow: hidden;
+    }
+
+    .summary-img img {
+        width: 100%;
+        height: 100%;
+        object-fit: cover;
+    }
+
+    .summary-content h3 {
+        margin: 0 0 5px 0;
+        font-size: 1.1rem;
+        line-height: 1.3;
+    }
+
+    .summary-content h3 a {
+        text-decoration: none;
+        color: var(--text-color);
+    }
+
+    .summary-content h3 a:hover {
+        color: var(--accent-color);
+    }
+
+    .meta {
+        font-size: 0.8rem;
+        color: #888;
+    }
+</style>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/scrape_url.html b/templates/scrape_url.html
new file mode 100644
index 0000000..a70ca41
--- /dev/null
+++ b/templates/scrape_url.html
@@ -0,0 +1,22 @@
+{% extends "base.html" %}
+{% block title %}Procesar Fuente URL{% endblock %}
+
+{% block content %}
+<h1>Procesar noticias de una Fuente</h1>
+
+<div class="card">
+    <form method="post" action="{{ url_for('scrape_url') }}">
+
+        <label for="source_id">Fuente:</label>
+        <select id="source_id" name="source_id" required>
+            <option value="">— Selecciona —</option>
+            {% for f in fuentes %}
+            <option value="{{ f.id }}">{{ f.nombre }}</option>
+            {% endfor %}
+        </select>
+
+        <button class="btn" style="margin-top:15px;">Procesar</button>
+    </form>
+</div>
+{% endblock %}
+
diff --git a/templates/search_history.html b/templates/search_history.html
new file mode 100644
index 0000000..ae8931d
--- /dev/null
+++ b/templates/search_history.html
@@ -0,0 +1,82 @@
+{% extends "base.html" %}
+
+{% block title %}Historial de Búsquedas - {{ user.username }}{% endblock %}
+
+{% block content %}
+<div style="max-width: 900px; margin: 20px auto;">
+    <h2 style="margin-bottom: 20px;">
+        <i class="fas fa-history"></i> Historial de Búsquedas
+        <small style="color: #666; font-size: 16px; font-weight: normal;">({{ total }} búsquedas)</small>
+    </h2>
+
+    {% if searches %}
+    <div style="background: #f9f9f9; padding: 20px; border-radius: 10px;">
+        <table style="width: 100%; border-collapse: collapse;">
+            <thead>
+                <tr style="border-bottom: 2px solid #ddd;">
+                    <th style="padding: 12px; text-align: left;">Búsqueda</th>
+                    <th style="padding: 12px; text-align: center; width: 120px;">Resultados</th>
+                    <th style="padding: 12px; text-align: right; width: 180px;">Fecha y Hora</th>
+                </tr>
+            </thead>
+            <tbody>
+                {% for search in searches %}
+                <tr style="border-bottom: 1px solid #eee;">
+                    <td style="padding: 12px;">
+                        <a href="/api/search?q={{ search.query | urlencode }}"
+                            style="color: #6c63ff; text-decoration: none; font-weight: 500;"
+                            title="Click para buscar nuevamente">
+                            {{ search.query }}
+                        </a>
+                    </td>
+                    <td style="padding: 12px; text-align: center;">
+                        <span style="background: #e7e7ff; padding: 4px 10px; border-radius: 12px; font-size: 14px;">
+                            {{ search.results_count }}
+                        </span>
+                    </td>
+                    <td style="padding: 12px; text-align: right; color: #666; font-size: 14px;">
+                        {{ search.searched_at.strftime('%d/%m/%Y %H:%M:%S') }}
+                    </td>
+                </tr>
+                {% endfor %}
+            </tbody>
+        </table>
+
+        <!-- Pagination -->
+        {% if total_pages > 1 %}
+        <div style="margin-top: 30px; text-align: center;">
+            <div style="display: inline-flex; gap: 5px; align-items: center;">
+                {% if page > 1 %}
+                <a href="?page={{ page - 1 }}"
+                    style="padding: 8px 12px; background: #6c63ff; color: white; text-decoration: none; border-radius: 5px;">
+                    ← Anterior
+                </a>
+                {% endif %}
+
+                <span style="padding: 8px 16px; color: #666;">
+                    Página {{ page }} de {{ total_pages }}
+                </span>
+
+                {% if page < total_pages %} <a href="?page={{ page + 1 }}"
+                    style="padding: 8px 12px; background: #6c63ff; color: white; text-decoration: none; border-radius: 5px;">
+                    Siguiente →
+                    </a>
+                    {% endif %}
+            </div>
+        </div>
+        {% endif %}
+    </div>
+    {% else %}
+    <div style="text-align: center; padding: 40px; background: #f9f9f9; border-radius: 10px;">
+        <i class="fas fa-search" style="font-size: 48px; color: #ccc; margin-bottom: 15px;"></i>
+        <p style="color: #666; font-size: 18px;">No tienes búsquedas guardadas todavía</p>
+    </div>
+    {% endif %}
+
+    <div style="margin-top: 20px; text-align: center;">
+        <a href="{{ url_for('account.index') }}" style="color: #6c63ff; text-decoration: none; font-weight: 500;">
+            ← Volver a Tu Cuenta
+        </a>
+    </div>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/stats.html b/templates/stats.html
new file mode 100644
index 0000000..e58336a
--- /dev/null
+++ b/templates/stats.html
@@ -0,0 +1,729 @@
+{% extends "base.html" %}
+
+{% block title %}Estadísticas de Actividad{% endblock %}
+
+{% block content %}
+<div class="stats-header">
+    <h1><i class="fas fa-chart-line"></i> Estadísticas</h1>
+    <p>Actividad de noticias y distribución por categorías</p>
+</div>
+
+<!-- Live Stats Banner (Moved from Config) -->
+<div class="stats-banner">
+    <div class="stat-item">
+        <div class="stat-value">{{ translations_per_min }}</div>
+        <div class="stat-label">trad/min</div>
+    </div>
+    <div class="stat-divider"></div>
+    <div class="stat-item">
+        <div class="stat-value {% if pending_count > 100 %}stat-warning{% endif %}">{{ pending_count }}</div>
+        <div class="stat-label">pendientes</div>
+    </div>
+    <div class="stat-divider"></div>
+    <div class="stat-item">
+        <div class="stat-value stat-processing">{{ processing_count }}</div>
+        <div class="stat-label">procesando</div>
+    </div>
+    <div class="stat-divider"></div>
+    <div class="stat-item">
+        <div class="stat-value">{{ traducciones_count }}</div>
+        <div class="stat-label">completadas</div>
+    </div>
+    {% if error_count > 0 %}
+    <div class="stat-divider"></div>
+    <div class="stat-item">
+        <div class="stat-value stat-error">{{ error_count }}</div>
+        <div class="stat-label">errores</div>
+    </div>
+    {% endif %}
+</div>
+
+
+
+<!-- Big Stats Section (Moved from Config) -->
+<div class="big-stats">
+    <div class="big-stat">
+        <div class="big-number">{{ noticias_count|default(0) }}</div>
+        <div class="big-label">Noticias</div>
+    </div>
+    <div class="big-stat">
+        <div class="big-number">{{ traducciones_count|default(0) }}</div>
+        <div class="big-label">Traducidas</div>
+    </div>
+    <div class="big-stat highlight">
+        {% set percent = ((traducciones_count / noticias_count * 100) if noticias_count > 0 else 0)|round(1) %}
+        <div class="big-number">{{ percent }}%</div>
+        <div class="big-label">Completado</div>
+    </div>
+    <div class="big-stat">
+        <div class="big-number">{{ noticias_hoy|default(0) }}</div>
+        <div class="big-label">Noticias Hoy</div>
+    </div>
+    <div class="big-stat">
+        <div class="big-number">{{ noticias_ultima_hora|default(0) }}</div>
+        <div class="big-label">Última Hora</div>
+    </div>
+</div>
+
+<div class="stats-grid">
+    <div class="card stats-card full-width">
+        <div style="display:flex; justify-content:space-between; align-items:center; margin-bottom:15px;">
+            <h3 style="margin:0;">Actividad</h3>
+            <div class="btn-group" role="group">
+                <button type="button" class="btn btn-outline-primary btn-sm"
+                    onclick="updateActivityChart('1h', this)">1h</button>
+                <button type="button" class="btn btn-outline-primary btn-sm"
+                    onclick="updateActivityChart('8h', this)">8h</button>
+                <button type="button" class="btn btn-outline-primary btn-sm"
+                    onclick="updateActivityChart('24h', this)">24h</button>
+                <button type="button" class="btn btn-outline-primary btn-sm"
+                    onclick="updateActivityChart('7d', this)">7d</button>
+                <button type="button" class="btn btn-outline-primary btn-sm active"
+                    onclick="updateActivityChart('30d', this)">30d</button>
+            </div>
+        </div>
+        <div class="chart-container">
+            <canvas id="activityChart"></canvas>
+        </div>
+    </div>
+
+    <div class="card stats-card">
+        <h3>Noticias por Categoría</h3>
+        <div class="chart-container">
+            <canvas id="categoryChart"></canvas>
+        </div>
+    </div>
+
+    <div class="card stats-card">
+        <h3>Noticias por País</h3>
+        <div class="chart-container">
+            <canvas id="countryChart"></canvas>
+        </div>
+    </div>
+
+    <!-- Translations Section -->
+    <div class="card stats-card full-width">
+        <div style="display:flex; justify-content:space-between; align-items:center; margin-bottom:15px;">
+            <h3 style="margin:0;">Ritmo de Traducción (TPM)</h3>
+            <div class="btn-group" role="group">
+                <button type="button" class="btn btn-outline-primary btn-sm active"
+                    onclick="updateRateChart('1h', this)">1h</button>
+                <button type="button" class="btn btn-outline-primary btn-sm"
+                    onclick="updateRateChart('8h', this)">8h</button>
+                <button type="button" class="btn btn-outline-primary btn-sm"
+                    onclick="updateRateChart('24h', this)">24h</button>
+                <button type="button" class="btn btn-outline-primary btn-sm"
+                    onclick="updateRateChart('7d', this)">7d</button>
+            </div>
+        </div>
+        <div class="chart-container">
+            <canvas id="rateChart"></canvas>
+        </div>
+    </div>
+
+    <div class="card stats-card">
+        <h3>Traducciones Diarias</h3>
+        <div class="chart-container">
+            <canvas id="translationActivityChart"></canvas>
+        </div>
+    </div>
+
+    <div class="card stats-card">
+        <h3>Idiomas de Origen</h3>
+        <div class="chart-container">
+            <canvas id="langChart"></canvas>
+        </div>
+    </div>
+
+    <div class="card stats-card">
+        <h3>Información del Sistema</h3>
+        <ul class="system-stats" id="system-info-list">
+            <li><strong>CPU:</strong> <span id="cpu-load">Cargando...</span></li>
+            <li><strong>Núcleos:</strong> <span id="cpu-cores">-</span></li>
+            <li><strong>GPU:</strong> <span id="gpu-name">-</span></li>
+            <li><strong>GPU Temp:</strong> <span id="gpu-temp">-</span></li>
+            <li><strong>GPU Util:</strong> <span id="gpu-util">-</span></li>
+            <li><strong>GPU Mem:</strong> <span id="gpu-mem">-</span></li>
+            <li><strong>Uptime:</strong> <span id="system-uptime">-</span></li>
+            <li class="last-update">Actualizado: <span id="last-update-time">-</span></li>
+        </ul>
+    </div>
+</div>
+
+<script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
+<script>
+    document.addEventListener('DOMContentLoaded', function () {
+        // Activity Chart
+        let activityChart = null;
+
+        window.updateActivityChart = function (range, btn) {
+            // Update active button state
+            if (btn) {
+                // Find buttons specifically for this chart
+                const parent = btn.closest('.btn-group');
+                if (parent) {
+                    parent.querySelectorAll('button').forEach(b => b.classList.remove('active'));
+                }
+                btn.classList.add('active');
+            }
+
+            fetch(`/stats/api/activity?range=${range}`)
+                .then(response => response.json())
+                .then(data => {
+                    const ctx = document.getElementById('activityChart').getContext('2d');
+
+                    if (activityChart) {
+                        activityChart.destroy();
+                    }
+
+                    // Dynamic title
+                    let titleText = "Noticias Recientes";
+                    if (range === '1h') titleText = "Última Hora";
+                    if (range === '8h') titleText = "Últimas 8 Horas";
+                    if (range === '24h') titleText = "Últimas 24 Horas";
+                    if (range === '7d') titleText = "Últimos 7 Días";
+                    if (range === '30d') titleText = "Últimos 30 Días";
+
+                    // Create gradient
+                    const gradient = ctx.createLinearGradient(0, 0, 0, 400);
+                    gradient.addColorStop(0, 'rgba(52, 152, 219, 0.5)'); // Start color
+                    gradient.addColorStop(1, 'rgba(52, 152, 219, 0.0)'); // End color
+
+                    activityChart = new Chart(ctx, {
+                        type: 'line',
+                        data: {
+                            labels: data.labels,
+                            datasets: [{
+                                label: 'Noticias Ingestadas',
+                                data: data.data,
+                                borderColor: '#3498db',
+                                backgroundColor: gradient,
+                                borderWidth: 3,
+                                tension: 0.4, // Smooth curves
+                                fill: true,
+                                pointRadius: 0,
+                                pointHoverRadius: 6,
+                                pointHitRadius: 10
+                            }]
+                        },
+                        options: {
+                            responsive: true,
+                            maintainAspectRatio: false,
+                            interaction: {
+                                mode: 'index',
+                                intersect: false,
+                            },
+                            plugins: {
+                                legend: { display: false },
+                                title: {
+                                    display: true,
+                                    text: titleText,
+                                    font: { size: 16, weight: 'normal' },
+                                    padding: { bottom: 20 }
+                                },
+                                tooltip: {
+                                    backgroundColor: 'rgba(255, 255, 255, 0.9)',
+                                    titleColor: '#2c3e50',
+                                    bodyColor: '#2c3e50',
+                                    borderColor: '#e0e0e0',
+                                    borderWidth: 1,
+                                    padding: 10,
+                                    displayColors: false
+                                }
+                            },
+                            scales: {
+                                x: {
+                                    grid: { display: false }
+                                },
+                                y: {
+                                    beginAtZero: true,
+                                    border: { display: false },
+                                    grid: {
+                                        borderDash: [5, 5],
+                                        color: '#f0f0f0'
+                                    },
+                                    title: {
+                                        display: true,
+                                        text: 'Miles de noticias'
+                                    }
+                                }
+                            }
+                        }
+                    });
+                });
+        };
+
+        // Initial load (30d)
+        updateActivityChart('30d');
+
+        // Category Chart
+        fetch('/stats/api/categories')
+            .then(response => response.json())
+            .then(data => {
+                const ctx = document.getElementById('categoryChart').getContext('2d');
+                new Chart(ctx, {
+                    type: 'doughnut',
+                    data: {
+                        labels: data.labels,
+                        datasets: [{
+                            data: data.data,
+                            backgroundColor: [
+                                '#4facfe', '#00f2fe', '#43e97b', '#38f9d7', '#fa709a',
+                                '#fee140', '#667eea', '#764ba2', '#ff9a9e', '#a18cd1'
+                            ],
+                            borderWidth: 0,
+                            hoverOffset: 10
+                        }]
+                    },
+                    options: {
+                        responsive: true,
+                        maintainAspectRatio: false,
+                        cutout: '75%', // Thinner ring
+                        plugins: {
+                            legend: {
+                                position: 'right',
+                                labels: {
+                                    usePointStyle: true,
+                                    padding: 20,
+                                    font: { size: 12 }
+                                }
+                            }
+                        }
+                    }
+                });
+            });
+
+        // Country Chart
+        fetch('/stats/api/countries')
+            .then(response => response.json())
+            .then(data => {
+                const ctx = document.getElementById('countryChart').getContext('2d');
+
+                // Gradient for bars
+                const gradient = ctx.createLinearGradient(0, 0, 0, 400);
+                gradient.addColorStop(0, '#1abc9c');
+                gradient.addColorStop(1, '#16a085');
+
+                new Chart(ctx, {
+                    type: 'bar',
+                    data: {
+                        labels: data.labels,
+                        datasets: [{
+                            label: 'Noticias',
+                            data: data.data,
+                            backgroundColor: gradient,
+                            borderRadius: 4, // Rounded bars
+                            borderSkipped: false,
+                            barPercentage: 0.6,
+                            categoryPercentage: 0.8
+                        }]
+                    },
+                    options: {
+                        responsive: true,
+                        maintainAspectRatio: false,
+                        plugins: {
+                            legend: { display: false },
+                            tooltip: {
+                                backgroundColor: 'rgba(255, 255, 255, 0.9)',
+                                titleColor: '#2c3e50',
+                                bodyColor: '#2c3e50',
+                                borderColor: '#e0e0e0',
+                                borderWidth: 1,
+                                displayColors: false
+                            }
+                        },
+                        scales: {
+                            x: {
+                                grid: { display: false }
+                            },
+                            y: {
+                                beginAtZero: true,
+                                border: { display: false },
+                                grid: {
+                                    borderDash: [5, 5],
+                                    color: '#f0f0f0'
+                                }
+                            }
+                        }
+                    }
+                });
+            });
+
+        // --- NEW TRANSLATION CHARTS ---
+
+        // Translation Rate (TPM)
+        let rateChart = null;
+
+        window.updateRateChart = function (range, btn) {
+            // Update active button state
+            if (btn) {
+                document.querySelectorAll('.btn-group button').forEach(b => b.classList.remove('active'));
+                btn.classList.add('active');
+            }
+
+            fetch(`/stats/api/translations/rate?range=${range}`)
+                .then(response => response.json())
+                .then(data => {
+                    const ctx = document.getElementById('rateChart').getContext('2d');
+
+                    if (rateChart) {
+                        rateChart.destroy();
+                    }
+
+                    // Gradient for rate chart
+                    const gradient = ctx.createLinearGradient(0, 0, 0, 400);
+                    gradient.addColorStop(0, 'rgba(230, 126, 34, 0.5)');
+                    gradient.addColorStop(1, 'rgba(230, 126, 34, 0.0)');
+
+                    rateChart = new Chart(ctx, {
+                        type: 'line',
+                        data: {
+                            labels: data.labels,
+                            datasets: [{
+                                label: 'Traducciones',
+                                data: data.data,
+                                borderColor: '#e67e22',
+                                backgroundColor: gradient,
+                                borderWidth: 3,
+                                tension: 0.4,
+                                fill: true,
+                                pointRadius: 0,
+                                pointHoverRadius: 6,
+                                pointHitRadius: 10
+                            }]
+                        },
+                        options: {
+                            responsive: true,
+                            maintainAspectRatio: false,
+                            interaction: {
+                                mode: 'index',
+                                intersect: false,
+                            },
+                            plugins: {
+                                legend: { display: false },
+                                title: {
+                                    display: true,
+                                    text: `Traducciones - Última(s) ${range}`,
+                                    font: { size: 16, weight: 'normal' },
+                                    padding: { bottom: 20 }
+                                },
+                                tooltip: {
+                                    backgroundColor: 'rgba(255, 255, 255, 0.9)',
+                                    titleColor: '#2c3e50',
+                                    bodyColor: '#2c3e50',
+                                    borderColor: '#e0e0e0',
+                                    borderWidth: 1,
+                                    padding: 10,
+                                    displayColors: false
+                                }
+                            },
+                            scales: {
+                                x: { grid: { display: false } },
+                                y: {
+                                    beginAtZero: true,
+                                    border: { display: false },
+                                    grid: {
+                                        borderDash: [5, 5],
+                                        color: '#f0f0f0'
+                                    }
+                                }
+                            }
+                        }
+                    });
+                });
+        };
+
+        // Initial load (1h)
+        updateRateChart('1h');
+
+        // Translation Activity
+        fetch('/stats/api/translations/activity')
+            .then(response => response.json())
+            .then(data => {
+                const ctx = document.getElementById('translationActivityChart').getContext('2d');
+
+                // Gradient
+                const gradient = ctx.createLinearGradient(0, 0, 0, 400);
+                gradient.addColorStop(0, '#9b59b6');
+                gradient.addColorStop(1, '#8e44ad');
+
+                new Chart(ctx, {
+                    type: 'bar',
+                    data: {
+                        labels: data.labels,
+                        datasets: [{
+                            label: 'Traducciones Diarias',
+                            data: data.data,
+                            backgroundColor: gradient,
+                            borderRadius: 4,
+                            barPercentage: 0.6,
+                        }]
+                    },
+                    options: {
+                        responsive: true,
+                        maintainAspectRatio: false,
+                        plugins: {
+                            legend: { display: false },
+                            tooltip: {
+                                backgroundColor: 'rgba(255, 255, 255, 0.9)',
+                                titleColor: '#2c3e50',
+                                bodyColor: '#2c3e50',
+                                borderColor: '#e0e0e0',
+                                borderWidth: 1,
+                                displayColors: false
+                            }
+                        },
+                        scales: {
+                            x: { grid: { display: false } },
+                            y: {
+                                beginAtZero: true,
+                                border: { display: false },
+                                grid: {
+                                    borderDash: [5, 5],
+                                    color: '#f0f0f0'
+                                }
+                            }
+                        }
+                    }
+                });
+            });
+
+        // Translation Languages
+        fetch('/stats/api/translations/languages')
+            .then(response => response.json())
+            .then(data => {
+                const ctx = document.getElementById('langChart').getContext('2d');
+                new Chart(ctx, {
+                    type: 'pie',
+                    data: {
+                        labels: data.labels,
+                        datasets: [{
+                            data: data.data,
+                            backgroundColor: [
+                                '#34495e', '#16a085', '#27ae60', '#2980b9', '#8e44ad',
+                                '#2c3e50', '#f1c40f', '#e67e22', '#e74c3c', '#ecf0f1'
+                            ],
+                            borderWidth: 0,
+                            hoverOffset: 10
+                        }]
+                    },
+                    options: {
+                        responsive: true,
+                        maintainAspectRatio: false,
+                        plugins: {
+                            legend: {
+                                position: 'right',
+                                labels: {
+                                    usePointStyle: true,
+                                    padding: 20,
+                                    font: { size: 12 }
+                                }
+                            },
+                            title: {
+                                display: true,
+                                text: 'Idioma de Origen (Top 10)',
+                                padding: { bottom: 10 }
+                            }
+                        }
+                    }
+                });
+            });
+
+        // System Info Polling
+        function updateSystemInfo() {
+            fetch('/stats/api/system/info')
+                .then(res => res.json())
+                .then(data => {
+                    document.getElementById('cpu-load').textContent = data.cpu ? data.cpu.load : 'N/A';
+                    document.getElementById('cpu-cores').textContent = data.cpu ? data.cpu.cores : '-';
+                    document.getElementById('system-uptime').textContent = data.uptime;
+                    document.getElementById('last-update-time').textContent = data.timestamp;
+
+                    if (data.gpu) {
+                        document.getElementById('gpu-name').textContent = data.gpu.name;
+                        document.getElementById('gpu-temp').textContent = data.gpu.temp;
+                        document.getElementById('gpu-util').textContent = data.gpu.util;
+                        document.getElementById('gpu-mem').textContent = data.gpu.mem;
+                    } else {
+                        document.getElementById('gpu-name').textContent = 'No detectada';
+                    }
+                })
+                .catch(err => console.error("Error polling system info", err));
+        }
+
+        updateSystemInfo();
+        setInterval(updateSystemInfo, 10000);
+    });
+</script>
+
+<style>
+    .stats-header {
+        text-align: center;
+        margin-bottom: 30px;
+    }
+
+    .stats-grid {
+        display: grid;
+        grid-template-columns: repeat(auto-fit, minmax(400px, 1fr));
+        gap: 20px;
+    }
+
+    .full-width {
+        grid-column: 1 / -1;
+    }
+
+    .stats-card {
+        padding: 20px;
+        min-height: 300px;
+        display: flex;
+        flex-direction: column;
+    }
+
+    .chart-container {
+        flex: 1;
+        position: relative;
+        min-height: 250px;
+    }
+
+    .system-stats {
+        list-style: none;
+        padding: 0;
+    }
+
+    .system-stats li {
+        padding: 10px 0;
+        border-bottom: 1px solid var(--border-color);
+    }
+
+    .system-stats li:last-child {
+        border-bottom: none;
+    }
+
+    /* Stats Banner Styles */
+    .stats-banner {
+        display: flex;
+        align-items: center;
+        justify-content: center;
+        gap: 1.5rem;
+        padding: 1rem 1.5rem;
+        background: #111;
+        border-radius: 8px;
+        margin-bottom: 2rem;
+        box-shadow: 0 4px 20px rgba(0, 0, 0, 0.2);
+    }
+
+    .stat-item {
+        text-align: center;
+    }
+
+    .stat-value {
+        font-size: 1.75rem;
+        font-weight: 700;
+        color: #fff;
+        font-family: 'Poppins', sans-serif;
+        line-height: 1;
+    }
+
+    .stat-value.stat-warning {
+        color: #ffc107;
+    }
+
+    .stat-value.stat-processing {
+        color: #17a2b8;
+    }
+
+    .stat-value.stat-error {
+        color: #dc3545;
+    }
+
+    .stat-label {
+        font-size: 0.7rem;
+        color: rgba(255, 255, 255, 0.6);
+        text-transform: uppercase;
+        letter-spacing: 0.05em;
+        margin-top: 0.25rem;
+    }
+
+    .stat-divider {
+        width: 1px;
+        height: 40px;
+        background: rgba(255, 255, 255, 0.15);
+    }
+
+    .last-update {
+        font-size: 0.75rem;
+        color: #888;
+        font-style: italic;
+        margin-top: auto;
+        padding-top: 10px;
+        border-top: 1px dashed var(--border-color);
+    }
+
+    .dark-mode .stats-banner {
+        background: #000;
+        border: 1px solid #333;
+    }
+
+    @media (max-width: 600px) {
+        .stats-banner {
+            flex-wrap: wrap;
+            gap: 1rem;
+        }
+
+        .stat-divider {
+            display: none;
+        }
+
+        .stat-item {
+            flex: 0 0 45%;
+        }
+    }
+
+    /* Big Stats */
+    .big-stats {
+        display: flex;
+        gap: 2rem;
+        margin: 1rem 0 2rem 0;
+        padding: 1rem 0;
+        border-top: 1px solid var(--border-color, #eee);
+        border-bottom: 1px solid var(--border-color, #eee);
+    }
+
+    .big-stat {
+        text-align: center;
+        flex: 1;
+    }
+
+    .big-stat .big-number {
+        font-size: 2.5rem;
+        font-weight: 800;
+        color: #111;
+        font-family: 'Poppins', sans-serif;
+        line-height: 1;
+    }
+
+    .big-stat .big-label {
+        font-size: 0.75rem;
+        color: var(--text-muted, #666);
+        text-transform: uppercase;
+        letter-spacing: 0.05em;
+        margin-top: 0.35rem;
+    }
+
+    .big-stat.highlight .big-number {
+        color: #28a745;
+    }
+
+    .dark-mode .big-stat .big-number {
+        color: #fff;
+    }
+
+    @media (max-width: 600px) {
+        .big-stats {
+            flex-direction: column;
+            gap: 1rem;
+        }
+    }
+</style>
+{% endblock %}
+```
\ No newline at end of file
diff --git a/templates/stats_entities.html b/templates/stats_entities.html
new file mode 100644
index 0000000..c68e81a
--- /dev/null
+++ b/templates/stats_entities.html
@@ -0,0 +1,697 @@
+{% extends "base.html" %}
+
+{% block title %}Monitor de Entidades{% endblock %}
+
+{% block content %}
+<div class="monitor-layout">
+    <!-- PANEL IZQUIERDO: FILTROS -->
+    <aside class="monitor-sidebar card">
+        <div class="sidebar-header">
+            <h3><i class="fas fa-filter"></i> Filtros</h3>
+        </div>
+
+        <div class="filter-section">
+            <label class="filter-label"><i class="fas fa-globe"></i> País</label>
+            <div class="custom-dropdown big-dropdown" id="countryDropdown">
+                <input type="text" id="countrySearch" class="form-control big-search" placeholder="Buscar país..."
+                    value="Global" readonly>
+                <div class="dropdown-results static-results" id="dropdownResults"></div>
+            </div>
+        </div>
+
+        <div class="filter-section">
+            <label class="filter-label"><i class="far fa-calendar-alt"></i> Fecha</label>
+            <input type="date" id="datePicker" class="form-control big-date" placeholder="Seleccionar fecha">
+        </div>
+
+        <div class="filter-actions content-center">
+            <button id="clearFilters" class="btn btn-secondary full-btn">
+                <i class="fas fa-times-circle"></i> Limpiar Filtros
+            </button>
+        </div>
+
+        <div class="active-filters-summary">
+            <span class="badge" id="timeRangeBadge">Global | Últimos 30 días</span>
+        </div>
+    </aside>
+
+    <!-- PANEL DERECHO: CONTENIDO Y TABS -->
+    <main class="monitor-main">
+        <!-- TABS DE NAVEGACIÓN -->
+        <div class="monitor-tabs">
+            <button class="monitor-tab active" onclick="switchTab('personas')">
+                <i class="fas fa-user-tie"></i> Personas
+            </button>
+            <button class="monitor-tab" onclick="switchTab('organizaciones')">
+                <i class="fas fa-building"></i> Organizaciones
+            </button>
+            <button class="monitor-tab" onclick="switchTab('lugares')">
+                <i class="fas fa-globe-americas"></i> Lugares
+            </button>
+        </div>
+
+        <!-- CONTENIDO TABS -->
+        <div class="tab-content-container">
+
+
+            <!-- TAB: PERSONAS -->
+            <div id="tab-personas" class="tab-pane active fade-in">
+                <div class="card stats-card full-height">
+                    <!-- Eliminado header redundante, ya está en el tab -->
+                    <div class="entities-container">
+                        <!-- Lista a la izquierda -->
+                        <div class="list-box scroll-y">
+                            <div class="list-header-row">
+                                <span>Entidad</span>
+                                <span>Menciones</span>
+                            </div>
+                            <ol class="entity-list" id="peopleList"></ol>
+                        </div>
+                    </div>
+                </div>
+            </div>
+
+            <!-- TAB: ORGANIZACIONES -->
+            <div id="tab-organizaciones" class="tab-pane fade-in">
+                <div class="card stats-card full-height">
+                    <div class="entities-container">
+                        <div class="list-box scroll-y">
+                            <div class="list-header-row">
+                                <span>Organización</span>
+                                <span>Menciones</span>
+                            </div>
+                            <ol class="entity-list" id="orgsList"></ol>
+                        </div>
+                    </div>
+                </div>
+            </div>
+
+            <!-- TAB: LUGARES -->
+            <div id="tab-lugares" class="tab-pane fade-in">
+                <div class="card stats-card full-height">
+                    <div class="entities-container">
+                        <div class="list-box scroll-y">
+                            <div class="list-header-row">
+                                <span>Lugar</span>
+                                <span>Menciones</span>
+                            </div>
+                            <ol class="entity-list" id="placesList"></ol>
+                        </div>
+                    </div>
+                </div>
+            </div>
+
+        </div>
+    </main>
+</div>
+
+<script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
+<script>
+    // --- TABS LOGIC ---
+    function switchTab(tabName) {
+        // Hide all tabs
+        document.querySelectorAll('.tab-pane').forEach(el => {
+            el.classList.remove('active');
+            el.style.display = 'none'; // Force hide
+        });
+        document.querySelectorAll('.monitor-tab').forEach(el => el.classList.remove('active'));
+
+        // Show selected
+        const selected = document.getElementById('tab-' + tabName);
+        if (selected) {
+            selected.classList.add('active');
+            selected.style.display = 'block'; // Force show
+        }
+
+        // Update button
+        const btns = document.querySelectorAll('.monitor-tab');
+        btns.forEach(btn => {
+            if (btn.innerHTML.toLowerCase().includes(tabName)) {
+                btn.classList.add('active');
+            }
+        });
+    }
+
+    // --- ORIGINAL LOGIC ADAPTED ---
+    // Charts removed per user request
+
+    function updateAll(country, date) {
+        loadPeople(country, date);
+        loadOrgs(country);
+        loadPlaces(country);
+    }
+
+    function loadPeople(country, date) {
+        let url = '/stats/api/entities/people';
+        const params = [];
+        if (country && country !== 'global') params.push(`country=${encodeURIComponent(country)}`);
+        if (date) params.push(`date=${encodeURIComponent(date)}`);
+        if (params.length > 0) url += '?' + params.join('&');
+
+        const badge = document.getElementById('timeRangeBadge');
+        if (badge) {
+            const countryText = (country && country !== 'global') ? country.toUpperCase() : 'GLOBAL';
+            const dateText = date ? date : 'Últimos 30 días';
+            badge.textContent = `${countryText} | ${dateText}`;
+        }
+
+        const list = document.getElementById('peopleList');
+        if (list) list.innerHTML = '<div class="loading-spinner">Cargando...</div>';
+
+        fetch(url)
+            .then(response => {
+                if (!response.ok) throw new Error('Error en la carga');
+                return response.json();
+            })
+            .then(data => {
+                if (list) list.innerHTML = '';
+
+                if (!data.labels || data.labels.length === 0) {
+                    if (list) list.innerHTML = '<div class="no-data"><i class="fas fa-info-circle"></i> No hay datos</div>';
+                    return;
+                }
+
+                // Render List
+                if (list) {
+                    data.labels.forEach((name, index) => {
+                        const li = document.createElement('li');
+                        const imgUrl = data.images && data.images[index] ? data.images[index] : null;
+                        const summary = data.summaries && data.summaries[index] ? data.summaries[index] : null;
+
+                        let imgHtml = (imgUrl && imgUrl !== "NO_IMAGE")
+                            ? `<img src="${imgUrl}" class="entity-avatar" alt="${name}">`
+                            : `<div class="entity-avatar-placeholder">${name.split(' ').map(n => n[0]).join('').substring(0, 2).toUpperCase()}</div>`;
+
+                        let tooltipHtml = summary ? `<div class="entity-tooltip"><strong>${name}</strong><hr>${summary}</div>` : '';
+
+                        li.innerHTML = `
+                            <div class="entity-item-wrapper" style="display: flex; align-items: center; gap: 12px; flex: 1;">
+                                ${imgHtml}
+                                <span class="entity-name">${name}</span>
+                                ${tooltipHtml}
+                            </div>
+                            <span class="entity-count-badge">${data.data[index]}</span>
+                        `;
+                        list.appendChild(li);
+                    });
+                }
+            })
+            .catch(err => {
+                console.error(err);
+                if (list) list.innerHTML = '<div class="error-msg">Error loaded data</div>';
+            });
+    }
+
+    function loadOrgs(country) {
+        let url = '/stats/api/entities/orgs';
+        if (country && country !== 'global') url += `?country=${encodeURIComponent(country)}`;
+
+        const list = document.getElementById('orgsList');
+        if (list) list.innerHTML = '<li>Cargando...</li>';
+
+        fetch(url)
+            .then(response => response.json())
+            .then(data => {
+                if (list) {
+                    list.innerHTML = '';
+                    if (!data.labels || data.labels.length === 0) {
+                        list.innerHTML = '<li class="no-data">No hay datos</li>';
+                        return;
+                    }
+
+                    data.labels.forEach((name, index) => {
+                        const li = document.createElement('li');
+                        let imgUrl = data.images && data.images[index];
+                        const summary = data.summaries && data.summaries[index];
+
+                        let imgHtml = (imgUrl && imgUrl !== "NO_IMAGE")
+                            ? `<img src="${imgUrl}" class="entity-avatar" alt="${name}">`
+                            : `<div class="entity-avatar-placeholder">${name.substring(0, 2).toUpperCase()}</div>`;
+
+                        let tooltipHtml = summary ? `<div class="entity-tooltip"><strong>${name}</strong><hr>${summary}</div>` : '';
+
+                        li.innerHTML = `
+                                <div class="entity-item-wrapper" style="display: flex; align-items: center; width: 100%; gap: 12px;">
+                                    ${imgHtml}
+                                    <span class="entity-name">${name}</span>
+                                    ${tooltipHtml}
+                                </div>
+                                <span class="entity-count-badge">${data.data[index]}</span>
+                            `;
+                        list.appendChild(li);
+                    });
+                }
+            })
+            .catch(err => { });
+    }
+
+    function loadPlaces(country) {
+        let url = '/stats/api/entities/places';
+        if (country && country !== 'global') url += `?country=${encodeURIComponent(country)}`;
+
+        const list = document.getElementById('placesList');
+        if (list) list.innerHTML = '<li>Cargando...</li>';
+
+        fetch(url)
+            .then(response => response.json())
+            .then(data => {
+                if (list) {
+                    list.innerHTML = '';
+                    if (!data.labels || data.labels.length === 0) {
+                        list.innerHTML = '<li class="no-data">No hay datos</li>';
+                        return;
+                    }
+
+                    data.labels.forEach((name, index) => {
+                        const li = document.createElement('li');
+                        let imgUrl = data.images && data.images[index];
+                        const summary = data.summaries && data.summaries[index];
+
+                        let imgHtml = (imgUrl && imgUrl !== "NO_IMAGE")
+                            ? `<img src="${imgUrl}" class="entity-avatar" alt="${name}">`
+                            : `<div class="entity-avatar-placeholder">${name.substring(0, 2).toUpperCase()}</div>`;
+
+                        let tooltipHtml = summary ? `<div class="entity-tooltip"><strong>${name}</strong><hr>${summary}</div>` : '';
+
+                        li.innerHTML = `
+                                <div class="entity-item-wrapper" style="display: flex; align-items: center; width: 100%; gap: 12px;">
+                                    ${imgHtml}
+                                    <span class="entity-name">${name}</span>
+                                    ${tooltipHtml}
+                                </div>
+                                <span class="entity-count-badge">${data.data[index]}</span>
+                            `;
+                        list.appendChild(li);
+                    });
+                }
+            })
+            .catch(err => { });
+    }
+
+    // --- FILTERS & DROPDOWN LOGIC ---
+    document.getElementById('clearFilters').addEventListener('click', function () {
+        const cs = document.getElementById('countrySearch');
+        if (cs) {
+            cs.value = 'Global';
+            cs.setAttribute('readonly', 'readonly');
+        }
+        document.getElementById('datePicker').value = '';
+        renderResults(''); // Reset db
+        updateAll('global', null);
+    });
+
+    document.getElementById('datePicker').addEventListener('change', function (e) {
+        const currentCountry = document.getElementById('countrySearch').value;
+        const country = currentCountry === 'Global' ? 'global' : currentCountry;
+        updateAll(country, e.target.value);
+    });
+
+    function selectCountry(displayText, value) {
+        countrySearch.value = displayText;
+        // dropdownResults is now always visible or handled via CSS, lets just update query
+        const currentDate = document.getElementById('datePicker').value;
+        updateAll(value, currentDate || null);
+    }
+
+    // Updated Country Logic
+    let allCountries = [];
+    const countrySearch = document.getElementById('countrySearch');
+    const dropdownResults = document.getElementById('dropdownResults');
+
+    fetch('/stats/api/countries/list')
+        .then(res => res.json())
+        .then(data => {
+            allCountries = data;
+            renderResults(''); // Render initial full list
+        })
+        .catch(err => console.error('Error loading countries:', err));
+
+    function renderResults(filterText) {
+        const filter = filterText || '';
+        dropdownResults.innerHTML = '';
+
+        if (!filter || 'global'.includes(filter.toLowerCase())) {
+            const globalItem = document.createElement('div');
+            globalItem.className = 'dropdown-item';
+            globalItem.innerHTML = '🌍 <strong>Global</strong>';
+            globalItem.onclick = () => selectCountry('Global', 'global');
+            dropdownResults.appendChild(globalItem);
+        }
+
+        const filtered = allCountries.filter(c =>
+            !filter || c.name.toLowerCase().includes(filter.toLowerCase())
+        );
+
+        filtered.forEach(c => {
+            const item = document.createElement('div');
+            item.className = 'dropdown-item';
+            item.innerHTML = `<span class="flag">${c.flag}</span> <span class="name">${c.name}</span>`;
+            item.onclick = () => selectCountry(c.name, c.name);
+            dropdownResults.appendChild(item);
+        });
+    }
+
+    countrySearch.addEventListener('input', (e) => {
+        countrySearch.removeAttribute('readonly');
+        renderResults(e.target.value);
+    });
+
+    countrySearch.addEventListener('click', () => {
+        countrySearch.removeAttribute('readonly');
+        countrySearch.value = '';
+        countrySearch.focus();
+        renderResults('');
+    });
+
+    // Initial
+    switchTab('personas'); // Default tab
+    updateAll('global', null);
+
+    // Mouse Tooltips
+    document.addEventListener('mousemove', function (e) {
+        const tooltips = document.querySelectorAll('.entity-tooltip');
+        if (tooltips.length === 0) return;
+        tooltips.forEach(tooltip => {
+            const style = window.getComputedStyle(tooltip);
+            if (tooltip.style.visibility === 'visible' || style.visibility === 'visible') {
+                let x = e.clientX + 20;
+                let y = e.clientY - 40;
+                if (x + 400 > window.innerWidth) x = window.innerWidth - 420;
+                if (y + 300 > window.innerHeight) y = window.innerHeight - 310;
+                tooltip.style.left = x + 'px';
+                tooltip.style.top = y + 'px';
+            }
+        });
+    });
+</script>
+
+<style>
+    /* LAYOUT MACRO */
+    .monitor-layout {
+        display: flex;
+        gap: 20px;
+        align-items: flex-start;
+        padding-bottom: 40px;
+        min-height: 85vh;
+    }
+
+    .monitor-sidebar {
+        width: 320px;
+        flex-shrink: 0;
+        background: var(--bg-card);
+        padding: 20px;
+        border-radius: 12px;
+        position: sticky;
+        top: 20px;
+        height: auto;
+        max-height: 90vh;
+        display: flex;
+        flex-direction: column;
+        border: 1px solid var(--border-color);
+    }
+
+    /* FIX: Moved out of nesting */
+    .entity-item-wrapper img {
+        max-width: none;
+        /* Reset global limits */
+    }
+
+    .entity-avatar {
+        width: 50px !important;
+        height: 50px !important;
+        min-width: 50px !important;
+        max-width: 50px !important;
+        flex-shrink: 0 !important;
+        border-radius: 50%;
+        object-fit: cover;
+        border: 2px solid var(--border-color);
+        display: block;
+        margin-right: 15px;
+    }
+
+    .entity-item-wrapper {
+        display: flex;
+        align-items: center;
+        width: 100%;
+        overflow: hidden;
+    }
+
+    .monitor-main {
+        flex: 1;
+        display: flex;
+        flex-direction: column;
+        gap: 15px;
+        min-width: 0;
+        /* Prevent flex overflow */
+    }
+
+    /* SIDEBAR STYLES */
+    .sidebar-header h3 {
+        color: var(--text-primary);
+        margin-top: 0;
+        border-bottom: 2px solid var(--border-color);
+        padding-bottom: 15px;
+        margin-bottom: 20px;
+        font-size: 1.4em;
+    }
+
+    .filter-section {
+        margin-bottom: 25px;
+    }
+
+    .filter-label {
+        display: block;
+        margin-bottom: 10px;
+        color: var(--text-secondary);
+        font-weight: 600;
+        font-size: 0.9em;
+    }
+
+    .big-search {
+        font-size: 1.1em;
+        padding: 12px;
+        border: 2px solid var(--border-color);
+        background: var(--bg-input);
+    }
+
+    .big-date {
+        font-size: 1em;
+        padding: 10px;
+    }
+
+    .custom-dropdown.big-dropdown {
+        width: 100%;
+        position: relative;
+    }
+
+    .dropdown-results.static-results {
+        position: relative;
+        /* In flow, not floating */
+        border: 1px solid var(--border-color);
+        background: var(--bg-body);
+        max-height: 400px;
+        /* TALLER */
+        overflow-y: auto;
+        margin-top: 5px;
+        display: block;
+        /* Always visible or toggleable */
+        border-radius: 8px;
+    }
+
+    .dropdown-item {
+        padding: 12px 15px;
+        border-bottom: 1px solid var(--border-color);
+        font-size: 1.05em;
+    }
+
+    .dropdown-item:last-child {
+        border-bottom: none;
+    }
+
+    .filter-actions {
+        margin-top: auto;
+        padding-top: 20px;
+    }
+
+    .full-btn {
+        width: 100%;
+        justify-content: center;
+        padding: 12px;
+    }
+
+    .active-filters-summary {
+        margin-top: 20px;
+        text-align: center;
+    }
+
+    /* TABS STYLES */
+    .monitor-tabs {
+        display: flex;
+        gap: 10px;
+        border-bottom: 2px solid var(--border-color);
+        padding-bottom: 0px;
+    }
+
+    .monitor-tab {
+        background: transparent;
+        border: none;
+        color: var(--text-secondary);
+        font-size: 1.1em;
+        padding: 12px 25px;
+        cursor: pointer;
+        font-weight: 600;
+        position: relative;
+        transition: all 0.2s;
+        border-radius: 8px 8px 0 0;
+    }
+
+    .monitor-tab:hover {
+        color: var(--text-primary);
+        background: var(--bg-hover);
+    }
+
+    .monitor-tab.active {
+        color: var(--accent-color);
+        background: var(--bg-card);
+        border-bottom: 3px solid var(--accent-color);
+    }
+
+    /* CONTENT AREAS */
+    .tab-pane {
+        display: none;
+    }
+
+    .tab-pane.active {
+        display: block;
+        animation: fadeIn 0.3s ease;
+    }
+
+    @keyframes fadeIn {
+        from {
+            opacity: 0;
+            transform: translateY(5px);
+        }
+
+        to {
+            opacity: 1;
+            transform: translateY(0);
+        }
+    }
+
+    .full-height {
+        min-height: 700px;
+        padding: 0;
+        overflow: hidden;
+    }
+
+    .entities-container {
+        display: block;
+        height: 700px;
+        width: 100%;
+    }
+
+    .list-box {
+        width: 100%;
+        height: 100%;
+        border-right: none;
+        overflow-y: auto;
+        padding: 0;
+        background: var(--bg-card);
+    }
+
+    .scroll-y {
+        overflow-y: auto;
+    }
+
+    .chart-box {
+        flex: 1;
+        padding: 20px;
+        display: flex;
+        align-items: center;
+        justify-content: center;
+        background: var(--bg-body);
+        /* Slightly darker for contrast */
+    }
+
+    .list-header-row {
+        position: sticky;
+        top: 0;
+        background: var(--bg-header);
+        padding: 10px 15px;
+        display: flex;
+        justify-content: space-between;
+        font-weight: 700;
+        border-bottom: 2px solid var(--border-color);
+        z-index: 10;
+    }
+
+    .entity-list {
+        display: flex;
+        flex-direction: column;
+        /* Force single column list */
+        row-gap: 0;
+    }
+
+    .entity-list li {
+        padding: 12px 15px;
+        margin: 0;
+        border-bottom: 1px solid var(--border-color);
+        transition: background 0.1s;
+    }
+
+    .entity-list li:hover {
+        background: var(--bg-hover);
+    }
+
+    .entity-count-badge {
+        background: var(--accent-color);
+        color: #fff;
+        padding: 4px 8px;
+        border-radius: 12px;
+        font-size: 0.85em;
+        font-weight: 700;
+    }
+
+    /* UTILITIES */
+    .entity-tooltip {
+        position: fixed;
+        visibility: hidden;
+        z-index: 9999;
+        background: var(--paper-color);
+        border: 1px solid var(--accent-color);
+        padding: 15px;
+        border-radius: 8px;
+        width: 300px;
+        box-shadow: 0 10px 30px rgba(0, 0, 0, 0.5);
+    }
+
+    /* RESPONSIVE */
+    @media (max-width: 1100px) {
+        .monitor-layout {
+            flex-direction: column;
+        }
+
+        .monitor-sidebar {
+            width: 100%;
+            position: static;
+            max-height: none;
+        }
+
+        .entities-container.row-layout {
+            flex-direction: column;
+            height: auto;
+        }
+
+        .list-box {
+            flex: none;
+            border-right: none;
+            height: 500px;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .chart-box {
+            height: 400px;
+        }
+    }
+</style>
+{% endblock %}
\ No newline at end of file
diff --git a/templates/traducciones.html b/templates/traducciones.html
new file mode 100644
index 0000000..30f7031
--- /dev/null
+++ b/templates/traducciones.html
@@ -0,0 +1,109 @@
+{% extends "base.html" %}
+{% block title %}Últimas Traducciones{% endblock %}
+
+{% block content %}
+<div class="card">
+    <h2><i class="fas fa-language" style="color: var(--accent-color); margin-right: 10px;"></i>Últimas Traducciones</h2>
+    <p style="color: #666; margin-bottom: 20px;">
+        Mostrando las {{ traducciones|length }} traducciones más recientes de un total de {{ total }}.
+    </p>
+</div>
+
+<div id="traducciones-grid" style="margin-top: 20px;">
+    {% for t in traducciones %}
+    <article class="noticia-card">
+        {% if t.imagen %}
+        <img src="{{ t.imagen }}" alt="{{ t.titulo_trad }}" onerror="this.src='/static/placeholder.svg'; this.onerror=null;">
+        {% else %}
+        <img src="/static/placeholder.svg" alt="Sin imagen">
+        {% endif %}
+        
+        <div class="noticia-meta">
+            <span class="lang-badge">{{ t.lang_from|upper }} → {{ t.lang_to|upper }}</span>
+            {% if t.categoria_nombre %}
+            <span class="category-badge">{{ t.categoria_nombre }}</span>
+            {% endif %}
+            {% if t.pais_nombre %}
+            • {{ t.pais_nombre }}
+            {% endif %}
+        </div>
+        
+        <h3>
+            <a href="{{ t.link }}" target="_blank" rel="noopener">{{ t.titulo_trad or 'Sin título' }}</a>
+        </h3>
+        
+        <p class="noticia-summary">
+            {{ t.resumen_trad[:300] }}{% if t.resumen_trad|length > 300 %}...{% endif %}
+        </p>
+        
+        <div class="noticia-footer">
+            <small>
+                <i class="fas fa-rss"></i> {{ t.feed_nombre or 'Desconocido' }}
+                • <i class="fas fa-clock"></i> {{ t.updated_at|format_date if t.updated_at else 'Fecha desconocida' }}
+            </small>
+        </div>
+    </article>
+    {% else %}
+    <div class="card" style="text-align: center; padding: 40px;">
+        <i class="fas fa-inbox fa-3x" style="color: #ccc; margin-bottom: 20px;"></i>
+        <p>No hay traducciones disponibles aún.</p>
+    </div>
+    {% endfor %}
+</div>
+
+{% if total_pages > 1 %}
+<div class="pagination" style="margin-top: 30px; text-align: center;">
+    {% if page > 1 %}
+    <a href="?page={{ page - 1 }}&per_page={{ per_page }}" class="btn btn-secondary">
+        <i class="fas fa-chevron-left"></i> Anterior
+    </a>
+    {% endif %}
+    
+    <span style="margin: 0 20px;">Página {{ page }} de {{ total_pages }}</span>
+    
+    {% if page < total_pages %}
+    <a href="?page={{ page + 1 }}&per_page={{ per_page }}" class="btn">
+        Siguiente <i class="fas fa-chevron-right"></i>
+    </a>
+    {% endif %}
+</div>
+{% endif %}
+
+<style>
+#traducciones-grid {
+    display: grid;
+    grid-template-columns: repeat(auto-fill, minmax(320px, 1fr));
+    gap: 25px;
+}
+
+.lang-badge {
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    color: white;
+    padding: 3px 8px;
+    border-radius: 4px;
+    font-size: 0.75rem;
+    font-weight: bold;
+}
+
+.category-badge {
+    background: var(--accent-color);
+    color: white;
+    padding: 3px 8px;
+    border-radius: 4px;
+    font-size: 0.75rem;
+    margin-left: 8px;
+}
+
+.noticia-footer {
+    margin-top: 15px;
+    padding-top: 10px;
+    border-top: 1px solid var(--border-color);
+    color: #888;
+    font-size: 0.85rem;
+}
+
+.pagination .btn {
+    margin: 0 5px;
+}
+</style>
+{% endblock %}
diff --git a/templates/urls_list.html b/templates/urls_list.html
new file mode 100644
index 0000000..1df5456
--- /dev/null
+++ b/templates/urls_list.html
@@ -0,0 +1,79 @@
+{% extends "base.html" %}
+{% block title %}Fuentes URL{% endblock %}
+
+{% block content %}
+<div class="card feed-detail-card">
+    <div class="feed-header">
+        <h2>Lista de Fuentes URL ({{ fuentes|length }})</h2>
+        <div class="nav-actions">
+            <a href="{{ url_for('urls.add_url_source') }}" class="btn btn-small">
+                <i class="fas fa-plus"></i> Añadir URL
+            </a>
+        </div>
+    </div>
+
+    <div class="feed-body" style="padding: 0;">
+        <table style="width:100%; border-collapse: collapse;">
+            <thead>
+                <tr style="background-color: rgba(0,0,0,0.05);">
+                    <th style="padding: 12px 15px; text-align: left;">Nombre</th>
+                    <th style="padding: 12px 15px; text-align: left;">Categoría</th>
+                    <th style="padding: 12px 15px; text-align: left;">País</th>
+                    <th style="padding: 12px 15px; text-align: left;">Idioma</th>
+                    <th style="padding: 12px 15px; text-align: center;">Noticias</th>
+                    <th style="padding: 12px 15px; text-align: left;">Estado</th>
+                    <th style="padding: 12px 15px; text-align: left;">Últ. Chequeo</th>
+                </tr>
+            </thead>
+            <tbody>
+                {% for f in fuentes %}
+                <tr>
+                    <td style="padding:12px 15px;border-top:1px solid var(--border-color);">
+                        <a href="{{ f.url }}" target="_blank" title="{{ f.url }}">{{ f.nombre }}</a>
+                    </td>
+                    <td style="padding:12px 15px;border-top:1px solid var(--border-color);">
+                        {{ f.categoria or "N/A" }}
+                    </td>
+                    <td style="padding:12px 15px;border-top:1px solid var(--border-color);">
+                        {{ f.pais or "Global" }}
+                    </td>
+                    <td style="padding:12px 15px;border-top:1px solid var(--border-color);">
+                        {{ f.idioma or "n/a" }}
+                    </td>
+                    <td style="padding:12px 15px;border-top:1px solid var(--border-color); text-align:center;">
+                        <span class="badge"
+                            style="background: rgba(52, 152, 219, 0.1); color: #3498db; padding: 2px 8px; border-radius: 10px;">
+                            {{ f.noticias_count or 0 }}
+                        </span>
+                    </td>
+                    <td style="padding:12px 15px;border-top:1px solid var(--border-color);">
+                        {% if f.last_status == 'OK' %}
+                        <span class="status-badge"
+                            style="background:#28a745; color:white; padding:4px 8px; border-radius:4px; font-size:0.85em;">OK</span>
+                        {% elif f.last_status %}
+                        <span class="status-badge"
+                            style="background:#dc3545; color:white; padding:4px 8px; border-radius:4px; font-size:0.85em; cursor:help;"
+                            title="{{ f.status_message }} (Code: {{ f.last_http_code }})">
+                            {{ f.last_status }}
+                        </span>
+                        {% else %}
+                        <span class="status-badge"
+                            style="background:#6c757d; color:white; padding:4px 8px; border-radius:4px; font-size:0.85em;">Pendiente</span>
+                        {% endif %}
+                    </td>
+                    <td style="padding:12px 15px;border-top:1px solid var(--border-color);">
+                        {{ f.last_check.strftime('%d/%m %H:%M') if f.last_check else "-" }}
+                    </td>
+                </tr>
+                {% else %}
+                <tr>
+                    <td colspan="6" style="padding:20px;text-align:center;">
+                        No hay fuentes URL registradas.
+                    </td>
+                </tr>
+                {% endfor %}
+            </tbody>
+        </table>
+    </div>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/translation_ops.py b/translation_ops.py
new file mode 100644
index 0000000..91f0e08
--- /dev/null
+++ b/translation_ops.py
@@ -0,0 +1,109 @@
+import os
+import logging
+from db import get_conn
+
+# Config (moved/duplicated from worker or just hardcoded/env read here)
+IDENTITY_PAISES_ES = int(os.environ.get("IDENTITY_PAISES_ES", 58))
+LOG = logging.getLogger("translation_ops")
+
+def ensure_indexes(conn):
+    with conn.cursor() as cur:
+        cur.execute("CREATE INDEX IF NOT EXISTS traducciones_lang_to_status_idx ON traducciones (lang_to, status);")
+        cur.execute("CREATE INDEX IF NOT EXISTS traducciones_status_idx ON traducciones (status);")
+    conn.commit()
+
+def cleanup_stuck_translations(conn, timeout_hours=2):
+    """Reset stuck 'processing' translations to 'pending' if they're too old."""
+    with conn.cursor() as cur:
+        # Assuming created_at is the timestamp when they entered processing
+        # In this schema, created_at is DEFAULT NOW() upon insertion.
+        # But if we don't have an 'updated_at', we use created_at as a fallback.
+        # For entries stuck in processing for hours, it's safe to reset.
+        cur.execute(
+            """
+            UPDATE traducciones 
+            SET status = 'pending' 
+            WHERE status = 'processing' 
+              AND created_at < NOW() - INTERVAL '%s hours';
+            """,
+            (timeout_hours,)
+        )
+        if cur.rowcount > 0:
+            LOG.info(f"Cleaned up {cur.rowcount} stuck translations.")
+    conn.commit()
+
+def ensure_pending(conn, lang_to: str, limit: int):
+    if limit <= 0:
+        return
+    with conn.cursor() as cur:
+        # Use ON CONFLICT DO NOTHING to avoid errors if run concurrently (though scheduler should be serial)
+        cur.execute(
+            """
+            INSERT INTO traducciones (noticia_id, lang_from, lang_to, status)
+            SELECT n.id, NULL, %s, 'pending'
+            FROM noticias n
+            LEFT JOIN traducciones t ON t.noticia_id=n.id AND t.lang_to=%s
+            WHERE t.id IS NULL
+            ORDER BY n.fecha DESC NULLS LAST
+            LIMIT %s
+            ON CONFLICT DO NOTHING;
+            """,
+            (lang_to, lang_to, limit),
+        )
+    conn.commit()
+
+def ensure_identity_spanish(conn, lang_to: str, limit: int):
+    if lang_to != "es" or limit <= 0:
+        return
+    with conn.cursor() as cur:
+        cur.execute(
+            """
+            INSERT INTO traducciones (noticia_id, lang_from, lang_to,
+                                     titulo_trad, resumen_trad, status)
+            SELECT n.id, 'es', %s, n.titulo, n.resumen, 'done'
+            FROM noticias n
+            LEFT JOIN traducciones t ON t.noticia_id=n.id AND t.lang_to=%s
+            WHERE t.id IS NULL AND n.pais_id=%s
+            ORDER BY n.fecha DESC NULLS LAST
+            LIMIT %s
+            ON CONFLICT DO NOTHING;
+            """,
+            (lang_to, lang_to, IDENTITY_PAISES_ES, limit),
+        )
+        
+        # Also persist stats for these auto-completed Spanish ones
+        # We need to know how many were inserted. 
+        # But 'process_batch' in worker handles stats for processed items.
+        # These identity ones bypass the worker.
+        # We should add stats here too if we want them counted.
+        # However, getting the inserted ID is tricky with ON CONFLICT DO NOTHING and bulk insert.
+        # Let's count them afterwards or simple ignore stats for identity 'skip' for now to keep it simple.
+        # User goal was TPM (Work done). This is valid work done.
+        # Let's add RETURNING id if possible? 
+        # INSERT ... RETURNING id.
+        # But it's SELECT ...
+        pass
+        
+    conn.commit()
+
+
+def run_producer_cycle():
+    """Main entry point for the scheduler to generate work."""
+    # Read env vars here to ensure freshness
+    target_langs = os.environ.get("TARGET_LANGS", "es").split(",")
+    enqueue_max = int(os.environ.get("ENQUEUE", 200))
+    
+    target_langs = [x.strip() for x in target_langs if x.strip()]
+    
+    with get_conn() as conn:
+        ensure_indexes(conn)
+        cleanup_stuck_translations(conn)
+        for tgt in target_langs:
+            # 1. Identity for ES
+            if tgt == "es":
+                ensure_identity_spanish(conn, tgt, enqueue_max)
+            
+            # 2. Pendings for all
+            ensure_pending(conn, tgt, enqueue_max)
+    
+    LOG.info(f"Producer cycle completed for langs: {target_langs}")
diff --git a/utils/__init__.py b/utils/__init__.py
new file mode 100644
index 0000000..e1222d6
--- /dev/null
+++ b/utils/__init__.py
@@ -0,0 +1,7 @@
+"""Utils package for authentication and other utilities."""
+
+# Import helper functions for backward compatibility
+from .helpers import safe_html, format_date, country_flag
+
+__all__ = ['safe_html', 'format_date', 'country_flag']
+
diff --git a/utils/auth.py b/utils/auth.py
new file mode 100644
index 0000000..7242397
--- /dev/null
+++ b/utils/auth.py
@@ -0,0 +1,146 @@
+"""
+Authentication utilities for user management.
+Provides password hashing, verification, and authentication decorators.
+"""
+import bcrypt
+from functools import wraps
+from flask import session, redirect, url_for, flash
+from db import get_conn
+from psycopg2 import extras
+
+
+def hash_password(password: str) -> str:
+    """Hash a password using bcrypt.
+    
+    Args:
+        password: Plain text password
+        
+    Returns:
+        Hashed password string
+    """
+    salt = bcrypt.gensalt(rounds=12)
+    return bcrypt.hashpw(password.encode('utf-8'), salt).decode('utf-8')
+
+
+def verify_password(password: str, password_hash: str) -> bool:
+    """Verify a password against its hash.
+    
+    Args:
+        password: Plain text password to verify
+        password_hash: Bcrypt hash to check against
+        
+    Returns:
+        True if password matches, False otherwise
+    """
+    try:
+        return bcrypt.checkpw(password.encode('utf-8'), password_hash.encode('utf-8'))
+    except Exception:
+        return False
+
+
+def get_current_user():
+    """Get the currently authenticated user from session.
+    
+    Returns:
+        User dict with id, username, email, etc. or None if not authenticated
+    """
+    user_id = session.get('user_id')
+    if not user_id:
+        return None
+    
+    try:
+        with get_conn() as conn:
+            with conn.cursor(cursor_factory=extras.DictCursor) as cur:
+                cur.execute("""
+                    SELECT id, username, email, created_at, last_login, is_active, avatar_url
+                    FROM usuarios
+                    WHERE id = %s AND is_active = TRUE
+                """, (user_id,))
+                user = cur.fetchone()
+                return dict(user) if user else None
+    except Exception:
+        return None
+
+
+def is_authenticated() -> bool:
+    """Check if current user is authenticated.
+    
+    Returns:
+        True if user is logged in, False otherwise
+    """
+    return 'user_id' in session and session.get('user_id') is not None
+
+
+def login_required(f):
+    """Decorator to require authentication for a route.
+    
+    Usage:
+        @app.route('/protected')
+        @login_required
+        def protected_route():
+            return "You can only see this if logged in"
+    """
+    @wraps(f)
+    def decorated_function(*args, **kwargs):
+        if not is_authenticated():
+            flash('Por favor inicia sesión para acceder a esta página.', 'warning')
+            return redirect(url_for('auth.login', next=request.url))
+        return f(*args, **kwargs)
+    return decorated_function
+
+
+def validate_username(username: str) -> tuple[bool, str]:
+    """Validate username format.
+    
+    Args:
+        username: Username to validate
+        
+    Returns:
+        Tuple of (is_valid, error_message)
+    """
+    if not username or len(username) < 3:
+        return False, "El nombre de usuario debe tener al menos 3 caracteres"
+    if len(username) > 50:
+        return False, "El nombre de usuario no puede tener más de 50 caracteres"
+    if not username.replace('_', '').replace('-', '').isalnum():
+        return False, "El nombre de usuario solo puede contener letras, números, guiones y guiones bajos"
+    return True, ""
+
+
+def validate_password(password: str) -> tuple[bool, str]:
+    """Validate password strength.
+    
+    Args:
+        password: Password to validate
+        
+    Returns:
+        Tuple of (is_valid, error_message)
+    """
+    if not password or len(password) < 6:
+        return False, "La contraseña debe tener al menos 6 caracteres"
+    if len(password) > 128:
+        return False, "La contraseña no puede tener más de 128 caracteres"
+    return True, ""
+
+
+def validate_email(email: str) -> tuple[bool, str]:
+    """Validate email format.
+    
+    Args:
+        email: Email to validate
+        
+    Returns:
+        Tuple of (is_valid, error_message)
+    """
+    try:
+        from email_validator import validate_email as validate_email_lib, EmailNotValidError
+        validate_email_lib(email)
+        return True, ""
+    except EmailNotValidError as e:
+        return False, f"Email inválido: {str(e)}"
+    except ImportError:
+        # Fallback to basic regex if email-validator not available
+        import re
+        if re.match(r'^[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Za-z]{2,}$', email):
+            return True, ""
+        return False, "Email inválido"
diff --git a/utils/feed_analysis.py b/utils/feed_analysis.py
new file mode 100644
index 0000000..fb0ab68
--- /dev/null
+++ b/utils/feed_analysis.py
@@ -0,0 +1,285 @@
+"""
+Feed Analysis and Categorization Utilities
+Provides functions to automatically detect language, suggest country and category
+"""
+
+import re
+from typing import Dict, Optional, Tuple
+import logging
+from urllib.parse import urlparse
+import requests
+
+logger = logging.getLogger(__name__)
+
+# Language to country mapping (primary countries for each language)
+LANGUAGE_COUNTRY_MAP = {
+    'es': 'España',
+    'en': 'Reino Unido',
+    'fr': 'Francia',
+    'de': 'Alemania',
+    'it': 'Italia',
+    'pt': 'Portugal',
+    'nl': 'Países Bajos',
+    'pl': 'Polonia',
+    'ru': 'Rusia',
+    'zh': 'China',
+    'ja': 'Japón',
+    'ko': 'Corea del Sur',
+    'ar': 'Arabia Saudita',
+    'tr': 'Turquía',
+    'ca': 'España',  # Catalan
+    'eu': 'España',  # Basque
+    'gl': 'España',  # Galician
+}
+
+# Domain to country mapping
+DOMAIN_COUNTRY_MAP = {
+    '.es': 'España',
+    '.uk': 'Reino Unido',
+    '.co.uk': 'Reino Unido',
+    '.fr': 'Francia',
+    '.de': 'Alemania',
+    '.it': 'Italia',
+    '.pt': 'Portugal',
+    '.br': 'Brasil',
+    '.mx': 'México',
+    '.ar': 'Argentina',
+    '.cl': 'Chile',
+    '.co': 'Colombia',
+    '.pe': 'Perú',
+    '.ve': 'Venezuela',
+    '.us': 'Estados Unidos',
+    '.ca': 'Canadá',
+    '.au': 'Australia',
+    '.nz': 'Nueva Zelanda',
+    '.in': 'India',
+    '.cn': 'China',
+    '.jp': 'Japón',
+    '.kr': 'Corea del Sur',
+    '.ru': 'Rusia',
+    '.nl': 'Países Bajos',
+    '.be': 'Bélgica',
+    '.ch': 'Suiza',
+    '.at': 'Austria',
+    '.se': 'Suecia',
+    '.no': 'Noruega',
+    '.dk': 'Dinamarca',
+    '.fi': 'Finlandia',
+    '.pl': 'Polonia',
+    '.gr': 'Grecia',
+    '.tr': 'Turquía',
+}
+
+# Category keywords (Spanish)
+CATEGORY_KEYWORDS = {
+    'Política': [
+        'politica', 'gobierno', 'elecciones', 'parlamento', 'congreso',
+        'ministerio', 'partido', 'votacion', 'democracia', 'legislativo'
+    ],
+    'Economía': [
+        'economia', 'finanzas', 'bolsa', 'mercado', 'empresa', 'negocio',
+        'banco', 'dinero', 'comercio', 'industria', 'pib', 'inflacion'
+    ],
+    'Tecnología': [
+        'tecnologia', 'tech', 'digital', 'software', 'hardware', 'internet',
+        'startup', 'innovacion', 'ciencia', 'ai', 'inteligencia artificial'
+    ],
+    'Deportes': [
+        'deportes', 'futbol', 'basket', 'tenis', 'olimpicos', 'liga',
+        'champions', 'competicion', 'atleta', 'deporte'
+    ],
+    'Cultura': [
+        'cultura', 'arte', 'museo', 'exposicion', 'literatura', 'libros',
+        'teatro', 'musica', 'cine', 'film', 'festival'
+    ],
+    'Sociedad': [
+        'sociedad', 'social', 'comunidad', 'gente', 'vida', 'familia',
+        'educacion', 'salud', 'sanidad', 'medicina'
+    ],
+    'Internacional': [
+        'internacional', 'mundo', 'global', 'extranjero', 'exterior',
+        'foreign', 'world', 'internacional'
+    ],
+    'Nacional': [
+        'nacional', 'espana', 'pais', 'nacional', 'domestic', 'local'
+    ],
+}
+
+
+def detect_country_from_url(url: str) -> Optional[str]:
+    """
+    Detect country from URL domain
+    Returns country name or None
+    """
+    try:
+        parsed = urlparse(url)
+        domain = parsed.netloc.lower()
+        
+        # Check domain extensions
+        for tld, country in DOMAIN_COUNTRY_MAP.items():
+            if domain.endswith(tld):
+                return country
+        
+        # Check for country names in domain
+        domain_parts = domain.split('.')
+        for part in domain_parts:
+            for tld, country in DOMAIN_COUNTRY_MAP.items():
+                if tld.strip('.') == part:
+                    return country
+        
+        return None
+        
+    except Exception as e:
+        logger.error(f"Error detecting country from URL {url}: {e}")
+        return None
+
+
+def detect_country_from_language(language: str) -> Optional[str]:
+    """
+    Get primary country for a language code
+    """
+    if not language:
+        return None
+    
+    # Extract first 2 characters
+    lang_code = language[:2].lower()
+    return LANGUAGE_COUNTRY_MAP.get(lang_code)
+
+
+def suggest_category_from_text(text: str) -> Tuple[Optional[str], float]:
+    """
+    Suggest category based on text analysis
+    Returns (category_name, confidence_score)
+    """
+    if not text:
+        return None, 0.0
+    
+    text_lower = text.lower()
+    scores = {}
+    
+    # Count keyword matches for each category
+    for category, keywords in CATEGORY_KEYWORDS.items():
+        score = 0
+        for keyword in keywords:
+            # Count occurrences
+            count = len(re.findall(r'\b' + re.escape(keyword) + r'\b', text_lower))
+            score += count
+        
+        if score > 0:
+            scores[category] = score
+    
+    if not scores:
+        return None, 0.0
+    
+    # Get category with highest score
+    best_category = max(scores.items(), key=lambda x: x[1])
+    total_keywords = sum(scores.values())
+    confidence = best_category[1] / total_keywords if total_keywords > 0 else 0.0
+    
+    return best_category[0], confidence
+
+
+def analyze_feed(feed_metadata: Dict) -> Dict:
+    """
+    Comprehensive feed analysis to detect country and suggest category
+    
+    Args:
+        feed_metadata: Dictionary with feed metadata from get_feed_metadata()
+        
+    Returns:
+        Dictionary with analysis results:
+        {
+            'detected_country': 'España',
+            'country_source': 'domain' or 'language',
+            'suggested_category': 'Política',
+            'category_confidence': 0.75,
+            'language': 'es',
+            'analysis_notes': 'Detected from .es domain'
+        }
+    """
+    analysis = {
+        'detected_country': None,
+        'country_source': None,
+        'suggested_category': None,
+        'category_confidence': 0.0,
+        'language': None,
+        'analysis_notes': []
+    }
+    
+    # Extract data from metadata
+    feed_url = feed_metadata.get('url', '')
+    feed_title = feed_metadata.get('title', '')
+    feed_description = feed_metadata.get('description', '')
+    feed_language = feed_metadata.get('language', '')
+    
+    # Detect language
+    if feed_language:
+        analysis['language'] = feed_language[:2].lower()
+        analysis['analysis_notes'].append(f"Language: {feed_language}")
+    
+    # Detect country from domain
+    country_from_domain = detect_country_from_url(feed_url)
+    if country_from_domain:
+        analysis['detected_country'] = country_from_domain
+        analysis['country_source'] = 'domain'
+        analysis['analysis_notes'].append(f"Country from domain: {country_from_domain}")
+    
+    # If no country from domain, try language
+    if not analysis['detected_country'] and analysis['language']:
+        country_from_lang = detect_country_from_language(analysis['language'])
+        if country_from_lang:
+            analysis['detected_country'] = country_from_lang
+            analysis['country_source'] = 'language'
+            analysis['analysis_notes'].append(f"Country from language: {country_from_lang}")
+    
+    # Suggest category from title and description
+    combined_text = f"{feed_title} {feed_description}"
+    category, confidence = suggest_category_from_text(combined_text)
+    
+    if category:
+        analysis['suggested_category'] = category
+        analysis['category_confidence'] = confidence
+        analysis['analysis_notes'].append(
+            f"Suggested category: {category} (confidence: {confidence:.2%})"
+        )
+    
+    # Join notes
+    analysis['analysis_notes'] = ' | '.join(analysis['analysis_notes'])
+    
+    return analysis
+
+
+def get_country_id_by_name(conn, country_name: str) -> Optional[int]:
+    """Get country ID from database by name"""
+    if not country_name:
+        return None
+    
+    try:
+        with conn.cursor() as cur:
+            cur.execute(
+                "SELECT id FROM paises WHERE LOWER(nombre) = LOWER(%s)",
+                (country_name,)
+            )
+            result = cur.fetchone()
+            return result[0] if result else None
+    except Exception as e:
+        logger.error(f"Error getting country ID for {country_name}: {e}")
+        return None
+
+
+def get_category_id_by_name(conn, category_name: str) -> Optional[int]:
+    """Get category ID from database by name"""
+    if not category_name:
+        return None
+    
+    try:
+        with conn.cursor() as cur:
+            cur.execute(
+                "SELECT id FROM categorias WHERE LOWER(nombre) = LOWER(%s)",
+                (category_name,)
+            )
+            result = cur.fetchone()
+            return result[0] if result else None
+    except Exception as e:
+        logger.error(f"Error getting category ID for {category_name}: {e}")
+        return None
diff --git a/utils/feed_discovery.py b/utils/feed_discovery.py
new file mode 100644
index 0000000..c577136
--- /dev/null
+++ b/utils/feed_discovery.py
@@ -0,0 +1,263 @@
+"""
+Feed Discovery Utility
+Provides functions to automatically discover RSS/Atom feeds from URLs.
+"""
+
+import feedfinder2
+import feedparser
+import requests
+from typing import List, Dict, Optional
+import logging
+
+logger = logging.getLogger(__name__)
+
+
+def discover_feeds(url: str, timeout: int = 15) -> List[Dict[str, str]]:
+    """
+    Discover RSS/Atom feeds from a given URL, including link text context.
+    
+    Args:
+        url: The URL to search for feeds
+        timeout: Request timeout in seconds
+        
+    Returns:
+        List of dictionaries with feed information:
+        [
+            {
+                'url': 'feed_url',
+                'title': 'Feed Title',
+                'context_label': 'Text on the link that pointed here',
+                'type': 'rss' or 'atom',
+                'valid': True/False
+            }
+        ]
+    """
+    discovered_feeds = []
+    feed_context_map = {}
+    
+    try:
+        # 1. Fetch content yourself to parse context (link names)
+        logger.info(f"Fetching content from: {url}")
+        headers = {'User-Agent': 'Mozilla/5.0 (compatible; RSS2-Feed-Discovery/1.0; +http://localhost)'}
+        response = requests.get(url, timeout=timeout, headers=headers)
+        
+        if response.status_code == 200:
+            from bs4 import BeautifulSoup
+            from urllib.parse import urljoin
+            
+            soup = BeautifulSoup(response.content, 'html.parser')
+            
+            # Find <link> tags in head
+            for link in soup.find_all('link', rel='alternate'):
+                if link.get('type') in ['application/rss+xml', 'application/atom+xml']:
+                    href = link.get('href')
+                    title = link.get('title')
+                    if href:
+                        abs_url = urljoin(url, href)
+                        if title:
+                            feed_context_map[abs_url] = title
+                            
+            # Find <a> tags that might be feeds
+            for a in soup.find_all('a', href=True):
+                href = a['href']
+                # Simple heuristic for potential RSS links
+                if any(x in href.lower() for x in ['.rss', '.xml', 'feed', 'rss']):
+                    abs_url = urljoin(url, href)
+                    text = a.get_text(strip=True)
+                    title = a.get('title')
+                    
+                    # Prefer text, then title
+                    context = text if text else title
+                    if context:
+                        # Don't overwrite if we already have a nice title from <link> 
+                        # actually, <a> text is often more descriptive on index pages ("Politics", "Sports")
+                        # while <link> title is usually "Site Name RSS"
+                        # Let's keep the shortest/cleanest or just overwrite. 
+                        # For now, let's keep the existing logic or overwrite if not present.
+                        if abs_url not in feed_context_map:
+                            feed_context_map[abs_url] = context
+
+        # 2. Use feedfinder2 for robust discovery
+        logger.info(f"Discovering feeds from: {url}")
+        feed_urls = feedfinder2.find_feeds(url)
+        
+        if not feed_urls:
+            # Fallback: maybe feedfinder missed some that we found manually?
+            # feedfinder matches strict rules. Let's add ours if valid URLs.
+            for mapped_url in feed_context_map.keys():
+                if mapped_url not in feed_urls:
+                    feed_urls.append(mapped_url)
+        
+        if not feed_urls:
+            logger.warning(f"No feeds found for URL: {url}")
+            return []
+        
+        logger.info(f"Found {len(feed_urls)} potential feeds")
+        
+        # 3. Validate and merge context
+        for feed_url in feed_urls:
+            feed_info = validate_feed(feed_url, timeout=timeout)
+            if feed_info:
+                # Add the discovered context label
+                # fuzzy match if exact match fails?
+                context = feed_context_map.get(feed_url)
+                if not context:
+                    # Try trailing slash variations
+                    context = feed_context_map.get(feed_url.rstrip('/'))
+                
+                feed_info['context_label'] = context or ""
+                discovered_feeds.append(feed_info)
+        
+        # Sort by validity (valid feeds first)
+        discovered_feeds.sort(key=lambda x: x['valid'], reverse=True)
+        
+        return discovered_feeds
+        
+    except Exception as e:
+        logger.error(f"Error discovering feeds from {url}: {e}")
+        return []
+
+
+def validate_feed(feed_url: str, timeout: int = 10) -> Optional[Dict[str, str]]:
+    """
+    Validate and extract information from a feed URL.
+    
+    Args:
+        feed_url: The feed URL to validate
+        timeout: Request timeout in seconds
+        
+    Returns:
+        Dictionary with feed information if valid, None otherwise
+    """
+    try:
+        # Try to parse the feed
+        response = requests.get(
+            feed_url,
+            timeout=timeout,
+            headers={'User-Agent': 'RSS2-Feed-Discovery/1.0'}
+        )
+        
+        if response.status_code != 200:
+            logger.warning(f"Feed returned status {response.status_code}: {feed_url}")
+            return {
+                'url': feed_url,
+                'title': 'Unknown Feed',
+                'type': 'unknown',
+                'valid': False,
+                'error': f'HTTP {response.status_code}'
+            }
+        
+        # Parse the feed
+        feed = feedparser.parse(response.content)
+        
+        if feed.bozo and not feed.entries:
+            # Feed has errors and no entries
+            logger.warning(f"Invalid feed (no entries): {feed_url}")
+            return {
+                'url': feed_url,
+                'title': 'Invalid Feed',
+                'type': 'unknown',
+                'valid': False,
+                'error': 'No entries found'
+            }
+        
+        # Extract feed information
+        feed_type = feed.get('version', 'unknown')
+        if feed_type.startswith('rss'):
+            feed_format = 'rss'
+        elif feed_type.startswith('atom'):
+            feed_format = 'atom'
+        else:
+            feed_format = 'unknown'
+        
+        # Get feed title
+        title = feed.feed.get('title', 'Untitled Feed')
+        
+        # Get feed description
+        description = feed.feed.get('description', '') or feed.feed.get('subtitle', '')
+        
+        return {
+            'url': feed_url,
+            'title': title,
+            'description': description,
+            'type': feed_format,
+            'version': feed_type,
+            'valid': True,
+            'entry_count': len(feed.entries)
+        }
+        
+    except requests.Timeout:
+        logger.error(f"Timeout validating feed: {feed_url}")
+        return {
+            'url': feed_url,
+            'title': 'Timeout',
+            'type': 'unknown',
+            'valid': False,
+            'error': 'Request timeout'
+        }
+    except Exception as e:
+        logger.error(f"Error validating feed {feed_url}: {e}")
+        return {
+            'url': feed_url,
+            'title': 'Error',
+            'type': 'unknown',
+            'valid': False,
+            'error': str(e)
+        }
+
+
+def get_feed_metadata(feed_url: str, timeout: int = 10) -> Optional[Dict[str, any]]:
+    """
+    Get detailed metadata from a feed URL.
+    
+    Args:
+        feed_url: The feed URL
+        timeout: Request timeout in seconds
+        
+    Returns:
+        Dictionary with detailed feed metadata
+    """
+    try:
+        response = requests.get(
+            feed_url,
+            timeout=timeout,
+            headers={'User-Agent': 'RSS2-Feed-Discovery/1.0'}
+        )
+        
+        if response.status_code != 200:
+            return None
+        
+        feed = feedparser.parse(response.content)
+        
+        if feed.bozo and not feed.entries:
+            return None
+        
+        # Extract comprehensive metadata
+        metadata = {
+            'title': feed.feed.get('title', ''),
+            'description': feed.feed.get('description', '') or feed.feed.get('subtitle', ''),
+            'link': feed.feed.get('link', ''),
+            'language': feed.feed.get('language', ''),
+            'updated': feed.feed.get('updated', ''),
+            'image_url': '',
+            'entry_count': len(feed.entries),
+            'entries': []
+        }
+        
+        # Extract image if available
+        if hasattr(feed.feed, 'image'):
+            metadata['image_url'] = feed.feed.image.get('href', '')
+        
+        # Get first 5 entries as preview
+        for entry in feed.entries[:5]:
+            metadata['entries'].append({
+                'title': entry.get('title', ''),
+                'link': entry.get('link', ''),
+                'published': entry.get('published', '')
+            })
+        
+        return metadata
+        
+    except Exception as e:
+        logger.error(f"Error getting feed metadata for {feed_url}: {e}")
+        return None
diff --git a/utils/helpers.py b/utils/helpers.py
new file mode 100644
index 0000000..5f9109b
--- /dev/null
+++ b/utils/helpers.py
@@ -0,0 +1,212 @@
+from __future__ import annotations
+
+import time
+from datetime import datetime
+from typing import Optional
+
+import bleach
+from markupsafe import Markup
+
+
+def safe_html(texto: Optional[str]) -> str:
+    if not texto:
+        return ""
+    
+    # Sanitize content to prevent layout breakage (e.g. unclosed divs)
+    allowed_tags = ['b', 'i', 'strong', 'em', 'p', 'br', 'span', 'a']
+    allowed_attrs = {'a': ['href', 'target', 'rel']}
+    
+    cleaned = bleach.clean(texto, tags=allowed_tags, attributes=allowed_attrs, strip=True)
+    return Markup(cleaned)
+
+
+def normalize_url_py(u: Optional[str]) -> Optional[str]:
+    if not u:
+        return None
+
+    u = u.strip()
+    if not u:
+        return None
+
+    if "://" not in u:
+        u = "http://" + u
+
+    u = u.split("#", 1)[0]
+
+    try:
+        from urllib.parse import (
+            urlsplit,
+            urlunsplit,
+            parse_qsl,
+            urlencode,
+        )
+    except ImportError:
+        return u
+
+    try:
+        parts = urlsplit(u)
+    except Exception:
+        return u
+
+    scheme = parts.scheme.lower()
+    netloc = parts.netloc.lower()
+
+    if "@" in netloc:
+        auth, host = netloc.rsplit("@", 1)
+    else:
+        auth, host = None, netloc
+
+    if ":" in host:
+        hostname, port = host.split(":", 1)
+    else:
+        hostname, port = host, None
+
+    hostname = hostname.strip()
+    if port:
+        port = port.strip()
+
+    if (scheme == "http" and port == "80") or (scheme == "https" and port == "443"):
+        port = None
+
+    if port:
+        host = f"{hostname}:{port}"
+    else:
+        host = hostname
+
+    if auth:
+        host = f"{auth}@{host}"
+
+    query_list = parse_qsl(parts.query, keep_blank_values=True)
+    query_filtered = [
+        (k, v)
+        for (k, v) in query_list
+        if not (k.startswith("utm_") or k in ("gclid", "fbclid"))
+    ]
+    query = urlencode(query_filtered)
+
+    path = parts.path
+    while "//" in path:
+        path = path.replace("//", "/")
+
+    cleaned = urlunsplit((scheme, host, path, query, ""))
+
+    return cleaned
+
+
+def parse_rss_datetime(s: Optional[str]) -> Optional[datetime]:
+    if not s:
+        return None
+
+    s = s.strip()
+    if not s:
+        return None
+
+    formats = [
+        "%a, %d %b %Y %H:%M:%S %z",
+        "%Y-%m-%dT%H:%M:%S%z",
+        "%Y-%m-%dT%H:%M:%S.%f%z",
+        "%a, %d %b %Y %H:%M:%S GMT",
+        "%Y-%m-%d %H:%M:%S",
+    ]
+
+    for fmt in formats:
+        try:
+            return datetime.strptime(s, fmt)
+        except Exception:
+            pass
+
+    try:
+        from email.utils import parsedate_to_datetime
+
+        dt = parsedate_to_datetime(s)
+        return dt
+    except Exception:
+        return None
+
+
+def unix_time() -> int:
+    return int(time.time())
+
+
+def format_date(value, format="%Y-%m-%d %H:%M"):
+    if value is None:
+        return ""
+    if not isinstance(value, datetime):
+        return str(value)
+    return value.strftime(format)
+
+
+# Country name (Spanish) to ISO 3166-1 alpha-2 code mapping
+COUNTRY_ISO = {
+    "afganistán": "AF", "albania": "AL", "alemania": "DE", "andorra": "AD",
+    "angola": "AO", "antigua y barbuda": "AG", "arabia saudita": "SA",
+    "argelia": "DZ", "argentina": "AR", "armenia": "AM", "australia": "AU",
+    "austria": "AT", "azerbaiyán": "AZ", "bahamas": "BS", "bangladés": "BD",
+    "barbados": "BB", "baréin": "BH", "bélgica": "BE", "belice": "BZ",
+    "benín": "BJ", "bielorrusia": "BY", "birmania": "MM", "bolivia": "BO",
+    "bosnia y herzegovina": "BA", "botsuana": "BW", "brasil": "BR",
+    "brunéi": "BN", "bulgaria": "BG", "burkina faso": "BF", "burundi": "BI",
+    "bután": "BT", "cabo verde": "CV", "camboya": "KH", "camerún": "CM",
+    "canadá": "CA", "catar": "QA", "chad": "TD", "chile": "CL", "china": "CN",
+    "chipre": "CY", "colombia": "CO", "comoras": "KM", "corea del norte": "KP",
+    "corea del sur": "KR", "costa de marfil": "CI", "costa rica": "CR",
+    "croacia": "HR", "cuba": "CU", "dinamarca": "DK", "dominica": "DM",
+    "ecuador": "EC", "egipto": "EG", "el salvador": "SV",
+    "emiratos árabes unidos": "AE", "eritrea": "ER", "eslovaquia": "SK",
+    "eslovenia": "SI", "españa": "ES", "estados unidos": "US", "estonia": "EE",
+    "esuatini": "SZ", "etiopía": "ET", "filipinas": "PH", "finlandia": "FI",
+    "fiyi": "FJ", "francia": "FR", "gabón": "GA", "gambia": "GM",
+    "georgia": "GE", "ghana": "GH", "granada": "GD", "grecia": "GR",
+    "guatemala": "GT", "guinea": "GN", "guinea-bisáu": "GW",
+    "guinea ecuatorial": "GQ", "guyana": "GY", "haití": "HT", "honduras": "HN",
+    "hungría": "HU", "india": "IN", "indonesia": "ID", "irak": "IQ",
+    "irán": "IR", "irlanda": "IE", "islandia": "IS", "islas marshall": "MH",
+    "islas salomón": "SB", "israel": "IL", "italia": "IT", "jamaica": "JM",
+    "japón": "JP", "jordania": "JO", "kazajistán": "KZ", "kenia": "KE",
+    "kirguistán": "KG", "kiribati": "KI", "kuwait": "KW", "laos": "LA",
+    "lesoto": "LS", "letonia": "LV", "líbano": "LB", "liberia": "LR",
+    "libia": "LY", "liechtenstein": "LI", "lituania": "LT", "luxemburgo": "LU",
+    "macedonia del norte": "MK", "madagascar": "MG", "malasia": "MY",
+    "malaui": "MW", "maldivas": "MV", "malí": "ML", "malta": "MT",
+    "marruecos": "MA", "mauricio": "MU", "mauritania": "MR", "méxico": "MX",
+    "micronesia": "FM", "moldavia": "MD", "mónaco": "MC", "mongolia": "MN",
+    "montenegro": "ME", "mozambique": "MZ", "namibia": "NA", "nauru": "NR",
+    "nepal": "NP", "nicaragua": "NI", "níger": "NE", "nigeria": "NG",
+    "noruega": "NO", "nueva zelanda": "NZ", "omán": "OM", "países bajos": "NL",
+    "pakistán": "PK", "palaos": "PW", "palestina": "PS", "panamá": "PA",
+    "papúa nueva guinea": "PG", "paraguay": "PY", "perú": "PE", "polonia": "PL",
+    "portugal": "PT", "reino unido": "GB", "república centroafricana": "CF",
+    "república checa": "CZ", "república del congo": "CG",
+    "república democrática del congo": "CD", "república dominicana": "DO",
+    "ruanda": "RW", "rumanía": "RO", "rusia": "RU", "samoa": "WS",
+    "san cristóbal y nieves": "KN", "san marino": "SM",
+    "san vicente y las granadinas": "VC", "santa lucía": "LC",
+    "santo tomé y príncipe": "ST", "senegal": "SN", "serbia": "RS",
+    "seychelles": "SC", "sierra leona": "SL", "singapur": "SG", "siria": "SY",
+    "somalia": "SO", "sri lanka": "LK", "sudáfrica": "ZA", "sudán": "SD",
+    "sudán del sur": "SS", "suecia": "SE", "suiza": "CH", "surinam": "SR",
+    "tailandia": "TH", "tanzania": "TZ", "tayikistán": "TJ",
+    "timor oriental": "TL", "togo": "TG", "tonga": "TO",
+    "trinidad y tobago": "TT", "túnez": "TN", "turkmenistán": "TM",
+    "turquía": "TR", "tuvalu": "TV", "ucrania": "UA", "uganda": "UG",
+    "uruguay": "UY", "uzbekistán": "UZ", "vanuatu": "VU", "vaticano": "VA",
+    "venezuela": "VE", "vietnam": "VN", "yemen": "YE", "yibuti": "DJ",
+    "zambia": "ZM", "zimbabue": "ZW",
+}
+
+
+def country_flag(country_name: Optional[str]) -> str:
+    """Convert country name to flag emoji using regional indicator symbols."""
+    if not country_name:
+        return ""
+    
+    name = country_name.strip().lower()
+    iso_code = COUNTRY_ISO.get(name)
+    
+    if not iso_code:
+        return ""
+    
+    # Convert ISO code to flag emoji using regional indicator symbols
+    # A=🇦 is U+1F1E6, B=🇧 is U+1F1E7, etc.
+    return "".join(chr(0x1F1E6 + ord(c) - ord('A')) for c in iso_code.upper())
+
diff --git a/utils/qdrant_search.py b/utils/qdrant_search.py
new file mode 100644
index 0000000..7248a01
--- /dev/null
+++ b/utils/qdrant_search.py
@@ -0,0 +1,197 @@
+"""
+Utilidad de búsqueda semántica con Qdrant.
+Proporciona búsquedas vectoriales rápidas para noticias.
+"""
+import os
+import time
+from typing import List, Dict, Any, Optional
+from qdrant_client import QdrantClient
+from sentence_transformers import SentenceTransformer
+
+# Configuración
+QDRANT_HOST = os.environ.get("QDRANT_HOST", "localhost")
+QDRANT_PORT = int(os.environ.get("QDRANT_PORT", "6333"))
+QDRANT_COLLECTION = os.environ.get("QDRANT_COLLECTION_NAME", "news_vectors")
+EMB_MODEL = os.environ.get("EMB_MODEL", "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2")
+
+# Singleton para clientes globales
+_qdrant_client: Optional[QdrantClient] = None
+_embedding_model: Optional[SentenceTransformer] = None
+
+
+def get_qdrant_client() -> QdrantClient:
+    """
+    Obtiene el cliente de Qdrant (singleton).
+    Incluye verificación de salud y manejo de errores.
+    """
+    global _qdrant_client
+    if _qdrant_client is None:
+        try:
+            print(f"🔌 Conectando a Qdrant en {QDRANT_HOST}:{QDRANT_PORT}")
+            _qdrant_client = QdrantClient(host=QDRANT_HOST, port=QDRANT_PORT, timeout=5)
+            
+            # Health check
+            collections = _qdrant_client.get_collections()
+            print(f"✅ Qdrant conectado. Colecciones: {[c.name for c in collections.collections]}")
+        except Exception as e:
+            print(f"❌ Error conectando a Qdrant: {e}")
+            _qdrant_client = None
+            raise
+    return _qdrant_client
+
+
+def get_embedding_model() -> SentenceTransformer:
+    """
+    Obtiene el modelo de embeddings (singleton).
+    """
+    global _embedding_model
+    if _embedding_model is None:
+        _embedding_model = SentenceTransformer(EMB_MODEL, device='cpu')
+    return _embedding_model
+
+
+def semantic_search(
+    query: str,
+    limit: int = 20,
+    score_threshold: float = 0.5,
+    filters: Optional[Dict[str, Any]] = None
+) -> List[Dict[str, Any]]:
+    """
+    Realiza una búsqueda semántica en Qdrant.
+    """
+    start_total = time.time()
+    try:
+        # Generar embedding de la consulta
+        t0 = time.time()
+        model = get_embedding_model()
+        query_vector = model.encode(query, convert_to_numpy=True).tolist()
+        t1 = time.time()
+        print(f"⏱️ [Timing] Generar embedding de query: {t1 - t0:.4f}s")
+        
+        # Realizar búsqueda
+        try:
+            client = get_qdrant_client()
+        except Exception as conn_error:
+            print(f"⚠️ No se pudo conectar a Qdrant: {conn_error}")
+            return []  # Retornar lista vacía para activar fallback
+        
+        search_params = {
+            "collection_name": QDRANT_COLLECTION,
+            "query_vector": query_vector,
+            "limit": limit,
+            "score_threshold": score_threshold
+        }
+        
+        # Agregar filtros si existen
+        if filters:
+            from qdrant_client.models import Filter, FieldCondition, MatchValue
+            
+            conditions = []
+            for key, value in filters.items():
+                if value is not None:
+                    conditions.append(
+                        FieldCondition(key=key, match=MatchValue(value=value))
+                    )
+            
+            if conditions:
+                search_params["query_filter"] = Filter(must=conditions)
+        
+        t2 = time.time()
+        results = client.search(**search_params)
+        t3 = time.time()
+        print(f"⏱️ [Timing] Búsqueda en Qdrant: {t3 - t2:.4f}s")
+        print(f"⏱️ [Timing] Total semantic_search: {t3 - start_total:.4f}s")
+        print(f"✅ Qdrant retornó {len(results)} resultados")
+        
+        # Formatear resultados
+        formatted_results = []
+        for hit in results:
+            formatted_results.append({
+                "score": hit.score,
+                "news_id": hit.payload.get("news_id"),
+                "traduccion_id": hit.payload.get("traduccion_id"),
+                "titulo": hit.payload.get("titulo", ""),
+                "resumen": hit.payload.get("resumen", ""),
+                "url": hit.payload.get("url", ""),
+                "fecha": hit.payload.get("fecha"),
+                "fuente_nombre": hit.payload.get("fuente_nombre", ""),
+                "categoria_id": hit.payload.get("categoria_id"),
+                "pais_id": hit.payload.get("pais_id"),
+                "lang": hit.payload.get("lang", "es")
+            })
+        
+        return formatted_results
+        
+    except Exception as e:
+        print(f"❌ Error en búsqueda semántica: {e}")
+        import traceback
+        traceback.print_exc()
+        return []
+
+
+def hybrid_search(
+    query: str,
+    limit: int = 20,
+    semantic_weight: float = 0.7,
+    filters: Optional[Dict[str, Any]] = None
+) -> List[Dict[str, Any]]:
+    """
+    Búsqueda híbrida: combina búsqueda semántica (Qdrant) con búsqueda tradicional.
+    
+    Args:
+        query: Texto de búsqueda
+        limit: Número máximo de resultados
+        semantic_weight: Peso de la búsqueda semántica (0-1)
+        filters: Filtros adicionales
+        
+    Returns:
+        Lista de resultados combinados
+    """
+    # Por ahora, solo usar búsqueda semántica
+    # TODO: Implementar combinación con búsqueda PostgreSQL en futuro si es necesario
+    return semantic_search(query, limit=limit, filters=filters)
+
+
+def search_by_keywords(
+    keywords: List[str],
+    limit: int = 100,
+    score_threshold: float = 0.4
+) -> List[Dict[str, Any]]:
+    """
+    Búsqueda por múltiples palabras clave.
+    Útil para el monitor de conflictos.
+    
+    Args:
+        keywords: Lista de palabras clave
+        limit: Número máximo de resultados por keyword
+        score_threshold: Umbral mínimo de similitud
+        
+    Returns:
+        Lista de resultados únicos
+    """
+    all_results = {}
+    
+    for keyword in keywords:
+        if not keyword.strip():
+            continue
+            
+        results = semantic_search(
+            query=keyword,
+            limit=limit,
+            score_threshold=score_threshold
+        )
+        
+        # Agregar a resultados, manteniendo el mejor score
+        for result in results:
+            news_id = result['news_id']
+            if news_id not in all_results or result['score'] > all_results[news_id]['score']:
+                all_results[news_id] = result
+    
+    # Ordenar por score descendente
+    sorted_results = sorted(
+        all_results.values(),
+        key=lambda x: x['score'],
+        reverse=True
+    )
+    
+    return sorted_results[:limit]
diff --git a/utils/wiki.py b/utils/wiki.py
new file mode 100644
index 0000000..1685744
--- /dev/null
+++ b/utils/wiki.py
@@ -0,0 +1,139 @@
+import requests
+import logging
+from cache import cache_get, cache_set
+from db import get_read_conn, get_write_conn
+
+logger = logging.getLogger(__name__)
+
+# Cache for 24 hours
+CACHE_TTL = 86400
+
+def fetch_wiki_data(name, entity_type=None):
+    """
+    Fetch image URL AND summary from Wikipedia API for any entity.
+    Returns tuple: (image_url, summary)
+    """
+    # 1. Check Cache
+    cache_key = f"wiki:data:{name.lower()}"
+    cached_data = cache_get(cache_key)
+    if cached_data is not None:
+        # Cache stores dict: {"image": url, "summary": text}
+        if isinstance(cached_data, dict):
+            return cached_data.get("image"), cached_data.get("summary")
+        # Legacy cache (string URL only)? Support migration or ignore
+        if isinstance(cached_data, str) and cached_data != "NO_IMAGE":
+             return cached_data, None 
+        return None, None
+
+    # 2. Check Database
+    try:
+        with get_read_conn() as conn:
+            with conn.cursor() as cur:
+                cur.execute("SELECT image_url, summary, summary_es FROM entity_images WHERE entity_name = %s", (name,))
+                row = cur.fetchone()
+                if row:
+                    image_url, summary, summary_es = row
+                    # Prefer the translated summary if it exists
+                    final_summary = summary_es if summary_es else summary
+                    
+                    # Update cache and return
+                    cache_value = {"image": image_url, "summary": final_summary}
+                    cache_set(cache_key, cache_value, ttl_seconds=CACHE_TTL)
+                    return image_url, final_summary
+    except Exception as e:
+        logger.error(f"DB read error for {name}: {e}")
+
+    # 3. Fetch from Wikipedia
+    summary_en = None
+    summary_es = None
+    status_es = 'none'
+    
+    image_url, summary = _query_wikipedia_api_full(name, lang='es')
+    if summary:
+        summary_es = summary
+        status_es = 'done'
+    else:
+        # Try English if Spanish failed
+        img_en, summ_en = _query_wikipedia_api_full(name, lang='en')
+        if summ_en:
+            summary = summ_en
+            summary_en = summ_en
+            status_es = 'pending'
+            if not image_url:
+                image_url = img_en
+
+    # 4. Persist to Database (found or not)
+    try:
+        with get_write_conn() as conn:
+            with conn.cursor() as cur:
+                cur.execute("""
+                    INSERT INTO entity_images (entity_name, image_url, summary, summary_en, summary_es, status_es, last_checked)
+                    VALUES (%s, %s, %s, %s, %s, %s, NOW())
+                    ON CONFLICT (entity_name) DO UPDATE 
+                    SET image_url = EXCLUDED.image_url, 
+                        summary = EXCLUDED.summary,
+                        summary_en = EXCLUDED.summary_en,
+                        summary_es = EXCLUDED.summary_es,
+                        status_es = EXCLUDED.status_es,
+                        last_checked = NOW()
+                """, (name, image_url, summary, summary_en, summary_es, status_es))
+                conn.commit()
+    except Exception as e:
+         logger.error(f"DB write error for {name}: {e}")
+
+    # 5. Cache Result
+    cache_value = {"image": image_url, "summary": summary}
+    cache_set(cache_key, cache_value, ttl_seconds=CACHE_TTL)
+    
+    return image_url, summary
+
+
+def _query_wikipedia_api_full(query, lang='es'):
+    """
+    Query Wikipedia API for thumbnail and summary.
+    """
+    try:
+        url = f"https://{lang}.wikipedia.org/w/api.php"
+        params = {
+            "action": "query",
+            "format": "json",
+            "prop": "pageimages|extracts",
+            "piprop": "thumbnail",
+            "pithumbsize": 300, # Larger size requested
+            "exintro": 1,
+            "explaintext": 1,
+            "exchars": 400, # Limit chars
+            "titles": query,
+            "redirects": 1,
+            "origin": "*"
+        }
+        
+        # Wikipedia requires a User-Agent
+        headers = {
+            "User-Agent": "NewsEntityStats/1.0 (internal_tool; contact@example.com)"
+        }
+        
+        response = requests.get(url, params=params, headers=headers, timeout=2) # Fast timeout
+        data = response.json()
+        
+        pages = data.get("query", {}).get("pages", {})
+        
+        for page_id, page_data in pages.items():
+            if page_id == "-1": 
+                continue # Not found
+            
+            image_url = None
+            if "thumbnail" in page_data:
+                image_url = page_data["thumbnail"]["source"]
+            
+            summary = page_data.get("extract")
+            if summary and "may refer to:" in summary: # Disambiguation page
+                 summary = None
+            
+            if image_url or summary:
+                return image_url, summary
+                
+    except Exception as e:
+        logger.error(f"Error fetching wiki data for {query} ({lang}): {e}")
+        
+    return None, None
diff --git a/verify_security.sh b/verify_security.sh
new file mode 100755
index 0000000..a67eba4
--- /dev/null
+++ b/verify_security.sh
@@ -0,0 +1,214 @@
+#!/bin/bash
+
+# ==================================================================================
+# Script de Verificación de Seguridad
+# ==================================================================================
+# 
+# Este script verifica que la configuración segura esté correctamente implementada
+#
+# Uso:
+#   ./verify_security.sh
+#
+# ==================================================================================
+
+set -e
+
+# Colores
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+BLUE='\033[0;34m'
+NC='\033[0m' # No Color
+
+TOTAL_CHECKS=0
+PASSED_CHECKS=0
+FAILED_CHECKS=0
+
+echo -e "${BLUE}=================================="
+echo -e "🔍 Verificación de Seguridad"
+echo -e "==================================${NC}\n"
+
+# Función para verificar
+check() {
+    local test_name="$1"
+    local command="$2"
+    local expected="$3"
+    
+    TOTAL_CHECKS=$((TOTAL_CHECKS + 1))
+    
+    echo -n "Verificando: $test_name... "
+    
+    if eval "$command" > /dev/null 2>&1; then
+        if [ "$expected" = "pass" ]; then
+            echo -e "${GREEN}✅ PASS${NC}"
+            PASSED_CHECKS=$((PASSED_CHECKS + 1))
+            return 0
+        else
+            echo -e "${RED}❌ FAIL${NC}"
+            FAILED_CHECKS=$((FAILED_CHECKS + 1))
+            return 1
+        fi
+    else
+        if [ "$expected" = "fail" ]; then
+            echo -e "${GREEN}✅ PASS${NC}"
+            PASSED_CHECKS=$((PASSED_CHECKS + 1))
+            return 0
+        else
+            echo -e "${RED}❌ FAIL${NC}"
+            FAILED_CHECKS=$((FAILED_CHECKS + 1))
+            return 1
+        fi
+    fi
+}
+
+# Verificar que docker-compose está instalado
+if ! command -v docker-compose &> /dev/null; then
+    echo -e "${RED}❌ docker-compose no está instalado${NC}"
+    exit 1
+fi
+
+echo -e "${YELLOW}📋 Verificando configuración de red...${NC}\n"
+
+# Verificar que las redes están creadas
+check "Red frontend existe" "docker network inspect rss2_frontend" "pass"
+check "Red backend existe" "docker network inspect rss2_backend" "pass"
+check "Red monitoring existe" "docker network inspect rss2_monitoring" "pass"
+
+echo ""
+echo -e "${YELLOW}📋 Verificando servicios en ejecución...${NC}\n"
+
+# Verificar servicios críticos
+check "Contenedor DB corriendo" "docker ps | grep rss2_db" "pass"
+check "Contenedor Redis corriendo" "docker ps | grep rss2_redis" "pass"
+check "Contenedor Web corriendo" "docker ps | grep rss2_web" "pass"
+check "Contenedor Nginx corriendo" "docker ps | grep rss2_nginx" "pass"
+check "Contenedor Qdrant corriendo" "docker ps | grep rss2_qdrant" "pass"
+
+echo ""
+echo -e "${YELLOW}📋 Verificando exposición de puertos...${NC}\n"
+
+# Verificar que puertos internos NO están expuestos
+check "Qdrant NO expuesto públicamente" "! docker ps | grep '0.0.0.0:6333'" "pass"
+check "Prometheus NO expuesto públicamente" "! docker ps | grep '0.0.0.0:9090'" "pass"
+check "cAdvisor NO expuesto públicamente" "! docker ps | grep '0.0.0.0:8081'" "pass"
+
+# Verificar que puerto web SÍ está expuesto
+check "Nginx expuesto en puerto 8001" "docker ps | grep '0.0.0.0:8001->80'" "pass"
+
+echo ""
+echo -e "${YELLOW}📋 Verificando variables de entorno...${NC}\n"
+
+# Verificar .env existe
+if [ ! -f .env ]; then
+    echo -e "${RED}❌ Archivo .env no existe${NC}"
+    FAILED_CHECKS=$((FAILED_CHECKS + 1))
+    TOTAL_CHECKS=$((TOTAL_CHECKS + 1))
+else
+    echo -e "${GREEN}✅ Archivo .env existe${NC}"
+    PASSED_CHECKS=$((PASSED_CHECKS + 1))
+    TOTAL_CHECKS=$((TOTAL_CHECKS + 1))
+    
+    # Verificar que las credenciales han sido cambiadas
+    if grep -q "POSTGRES_PASSWORD=x" .env 2>/dev/null; then
+        echo -e "${RED}❌ POSTGRES_PASSWORD sigue siendo 'x' (INSEGURO)${NC}"
+        FAILED_CHECKS=$((FAILED_CHECKS + 1))
+    else
+        echo -e "${GREEN}✅ POSTGRES_PASSWORD ha sido cambiado${NC}"
+        PASSED_CHECKS=$((PASSED_CHECKS + 1))
+    fi
+    TOTAL_CHECKS=$((TOTAL_CHECKS + 1))
+    
+    if grep -q "SECRET_KEY=secret" .env 2>/dev/null; then
+        echo -e "${RED}❌ SECRET_KEY sigue siendo 'secret' (INSEGURO)${NC}"
+        FAILED_CHECKS=$((FAILED_CHECKS + 1))
+    else
+        echo -e "${GREEN}✅ SECRET_KEY ha sido cambiado${NC}"
+        PASSED_CHECKS=$((PASSED_CHECKS + 1))
+    fi
+    TOTAL_CHECKS=$((TOTAL_CHECKS + 1))
+    
+    if grep -q "REDIS_PASSWORD" .env 2>/dev/null; then
+        echo -e "${GREEN}✅ REDIS_PASSWORD está configurado${NC}"
+        PASSED_CHECKS=$((PASSED_CHECKS + 1))
+    else
+        echo -e "${RED}❌ REDIS_PASSWORD no está configurado${NC}"
+        FAILED_CHECKS=$((FAILED_CHECKS + 1))
+    fi
+    TOTAL_CHECKS=$((TOTAL_CHECKS + 1))
+fi
+
+echo ""
+echo -e "${YELLOW}📋 Verificando límites de recursos...${NC}\n"
+
+# Verificar que hay límites de recursos configurados
+if docker-compose config 2>/dev/null | grep -q "limits:" ; then
+    echo -e "${GREEN}✅ Límites de recursos configurados${NC}"
+    PASSED_CHECKS=$((PASSED_CHECKS + 1))
+else
+    echo -e "${RED}❌ No hay límites de recursos configurados${NC}"
+    FAILED_CHECKS=$((FAILED_CHECKS + 1))
+fi
+TOTAL_CHECKS=$((TOTAL_CHECKS + 1))
+
+echo ""
+echo -e "${YELLOW}📋 Verificando conectividad de servicios...${NC}\n"
+
+# Verificar que el sitio web responde
+if curl -s http://localhost:8001 > /dev/null 2>&1; then
+    echo -e "${GREEN}✅ Sitio web responde correctamente${NC}"
+    PASSED_CHECKS=$((PASSED_CHECKS + 1))
+else
+    echo -e "${RED}❌ Sitio web no responde${NC}"
+    FAILED_CHECKS=$((FAILED_CHECKS + 1))
+fi
+TOTAL_CHECKS=$((TOTAL_CHECKS + 1))
+
+# Verificar Redis con autenticación (si está configurado)
+if docker exec rss2_web python3 -c "
+import os
+import redis
+try:
+    password = os.getenv('REDIS_PASSWORD')
+    config = {'host': 'redis', 'port': 6379}
+    if password:
+        config['password'] = password
+    r = redis.Redis(**config)
+    r.ping()
+    print('OK')
+except Exception as e:
+    print(f'ERROR: {e}')
+    exit(1)
+" 2>&1 | grep -q "OK"; then
+    echo -e "${GREEN}✅ Redis autenticado funciona correctamente${NC}"
+    PASSED_CHECKS=$((PASSED_CHECKS + 1))
+else
+    echo -e "${RED}❌ Redis no responde correctamente${NC}"
+    FAILED_CHECKS=$((FAILED_CHECKS + 1))
+fi
+TOTAL_CHECKS=$((TOTAL_CHECKS + 1))
+
+echo ""
+echo -e "${BLUE}=================================="
+echo -e "📊 Resultados de la Verificación"
+echo -e "==================================${NC}\n"
+
+echo -e "Total de verificaciones: $TOTAL_CHECKS"
+echo -e "${GREEN}✅ Pasadas: $PASSED_CHECKS${NC}"
+echo -e "${RED}❌ Fallidas: $FAILED_CHECKS${NC}"
+
+PERCENTAGE=$((PASSED_CHECKS * 100 / TOTAL_CHECKS))
+echo -e "\nPorcentaje de éxito: ${GREEN}${PERCENTAGE}%${NC}\n"
+
+if [ $FAILED_CHECKS -eq 0 ]; then
+    echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+    echo -e "${GREEN}🎉 ¡Todas las verificaciones pasaron correctamente!${NC}"
+    echo -e "${GREEN}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+    echo -e "\n${GREEN}✅ El sistema está configurado de forma segura${NC}\n"
+    exit 0
+else
+    echo -e "${RED}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+    echo -e "${RED}⚠️  Algunas verificaciones fallaron${NC}"
+    echo -e "${RED}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━${NC}"
+    echo -e "\n${YELLOW}📖 Revisa SECURITY_GUIDE.md para solucionar los problemas${NC}\n"
+    exit 1
+fi
diff --git a/workers/__init__.py b/workers/__init__.py
new file mode 100644
index 0000000..2c6ae58
--- /dev/null
+++ b/workers/__init__.py
@@ -0,0 +1 @@
+# Workers package
diff --git a/workers/cluster_worker.py b/workers/cluster_worker.py
new file mode 100644
index 0000000..c530fed
--- /dev/null
+++ b/workers/cluster_worker.py
@@ -0,0 +1,447 @@
+import os
+import time
+import logging
+from typing import List, Dict, Any, Optional, Tuple
+
+import numpy as np
+import psycopg2
+import psycopg2.extras
+from psycopg2.extras import Json, execute_values
+
+
+# -------------------------------------------------------------
+# LOGGING
+# -------------------------------------------------------------
+logging.basicConfig(
+    level=logging.INFO,
+    format='[cluster_worker] %(asctime)s %(levelname)s: %(message)s'
+)
+log = logging.getLogger(__name__)
+
+
+# -------------------------------------------------------------
+# CONFIG
+# -------------------------------------------------------------
+DB = dict(
+    host=os.environ.get("DB_HOST", "localhost"),
+    port=int(os.environ.get("DB_PORT", 5432)),
+    dbname=os.environ.get("DB_NAME", "rss"),
+    user=os.environ.get("DB_USER", "rss"),
+    password=os.environ.get("DB_PASS", "x"),
+)
+
+EVENT_LANGS = [
+    s.strip().lower()
+    for s in os.environ.get("EVENT_LANGS", "es").split(",")
+    if s.strip()
+]
+
+EVENT_BATCH_IDS = int(os.environ.get("EVENT_BATCH_IDS", "200"))
+EVENT_SLEEP_IDLE = float(os.environ.get("EVENT_SLEEP_IDLE", "5.0"))
+EVENT_DIST_THRESHOLD = float(os.environ.get("EVENT_DIST_THRESHOLD", "0.25"))
+
+EMB_MODEL = os.environ.get(
+    "EMB_MODEL",
+    "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
+)
+
+
+# -------------------------------------------------------------
+# DB CONNECTION
+# -------------------------------------------------------------
+def get_conn():
+    return psycopg2.connect(**DB)
+
+
+# -------------------------------------------------------------
+# SCHEMA CHECK
+# -------------------------------------------------------------
+def ensure_schema(conn):
+    """Crea índices si no existen (seguro en producción)."""
+    with conn.cursor() as cur:
+        cur.execute("""
+            CREATE INDEX IF NOT EXISTS idx_traducciones_evento
+            ON traducciones(evento_id);
+        """)
+        cur.execute("""
+            CREATE INDEX IF NOT EXISTS idx_traducciones_evento_fecha
+            ON traducciones(evento_id, noticia_id);
+        """)
+    conn.commit()
+
+
+# -------------------------------------------------------------
+# FETCH PENDING
+# -------------------------------------------------------------
+def fetch_pending_traducciones(conn) -> List[int]:
+    """Traducciones completadas sin evento asignado pero con embedding."""
+    with conn.cursor() as cur:
+        cur.execute(
+            """
+            SELECT t.id
+            FROM traducciones t
+            JOIN traduccion_embeddings e
+              ON e.traduccion_id = t.id
+             AND e.model = %s
+            WHERE t.status = 'done'
+              AND t.evento_id IS NULL
+              AND t.lang_to = ANY(%s)
+            ORDER BY t.id DESC
+            LIMIT %s;
+            """,
+            (EMB_MODEL, EVENT_LANGS, EVENT_BATCH_IDS),
+        )
+        rows = cur.fetchall()
+    return [r[0] for r in rows]
+
+
+# -------------------------------------------------------------
+# FETCH EMBEDDINGS
+# -------------------------------------------------------------
+def fetch_embeddings_for(conn, tr_ids: List[int]) -> Dict[int, np.ndarray]:
+    """Obtiene embeddings como vectores float32, validados y normales."""
+    if not tr_ids:
+        return {}
+
+    with conn.cursor() as cur:
+        cur.execute(
+            """
+            SELECT traduccion_id, embedding
+            FROM traduccion_embeddings
+            WHERE traduccion_id = ANY(%s)
+              AND model = %s;
+            """,
+            (tr_ids, EMB_MODEL),
+        )
+        rows = cur.fetchall()
+
+    out = {}
+    for tr_id, emb in rows:
+        if not emb:
+            continue
+
+        try:
+            arr = np.asarray(emb, dtype=np.float32)
+            if arr.ndim != 1 or arr.size == 0:
+                continue
+            if np.isnan(arr).any():
+                continue
+
+            norm = np.linalg.norm(arr)
+            if norm > 0:
+                arr = arr / norm
+
+            out[int(tr_id)] = arr
+
+        except Exception:
+            continue
+
+    return out
+
+
+# -------------------------------------------------------------
+# FETCH CENTROIDS (optimized with matrix)
+# -------------------------------------------------------------
+class CentroidIndex:
+    """Índice vectorizado para búsqueda rápida de centroides."""
+    
+    def __init__(self):
+        self.centroids: List[Dict[str, Any]] = []
+        self._matrix: Optional[np.ndarray] = None
+        self._ids: List[int] = []
+    
+    def load_from_db(self, conn):
+        """Carga centroides de la BD."""
+        with conn.cursor(cursor_factory=psycopg2.extras.DictCursor) as cur:
+            cur.execute("""
+                SELECT id, centroid, total_traducciones
+                FROM eventos
+                ORDER BY id;
+            """)
+            rows = cur.fetchall()
+
+        self.centroids = []
+        vectors = []
+        
+        for r in rows:
+            raw = r["centroid"]
+            if not isinstance(raw, list):
+                continue
+
+            try:
+                arr = np.asarray(raw, dtype=np.float32)
+                if arr.ndim != 1 or arr.size == 0:
+                    continue
+                if np.isnan(arr).any():
+                    continue
+
+                norm = np.linalg.norm(arr)
+                if norm > 0:
+                    arr = arr / norm
+
+                self.centroids.append({
+                    "id": int(r["id"]),
+                    "vec": arr,
+                    "n": int(r["total_traducciones"] or 1),
+                })
+                vectors.append(arr)
+
+            except Exception:
+                continue
+        
+        # Build matrix for vectorized search
+        if vectors:
+            self._matrix = np.vstack(vectors)
+            self._ids = [c["id"] for c in self.centroids]
+        else:
+            self._matrix = None
+            self._ids = []
+    
+    def find_nearest(self, vec: np.ndarray) -> Tuple[Optional[int], float]:
+        """Encuentra el centroide más cercano usando operaciones vectorizadas."""
+        if self._matrix is None or len(self.centroids) == 0:
+            return None, 1.0
+        
+        # Vectorized cosine similarity: dot product with normalized vectors
+        similarities = self._matrix @ vec
+        best_idx = int(np.argmax(similarities))
+        best_sim = float(similarities[best_idx])
+        best_dist = 1.0 - max(-1.0, min(1.0, best_sim))
+        
+        return best_idx, best_dist
+    
+    def add_centroid(self, evento_id: int, vec: np.ndarray):
+        """Añade un nuevo centroide al índice."""
+        self.centroids.append({"id": evento_id, "vec": vec.copy(), "n": 1})
+        
+        if self._matrix is None:
+            self._matrix = vec.reshape(1, -1)
+        else:
+            self._matrix = np.vstack([self._matrix, vec])
+        self._ids.append(evento_id)
+    
+    def update_centroid(self, idx: int, new_vec: np.ndarray, new_n: int):
+        """Actualiza un centroide existente."""
+        self.centroids[idx]["vec"] = new_vec
+        self.centroids[idx]["n"] = new_n
+        if self._matrix is not None:
+            self._matrix[idx] = new_vec
+
+
+# -------------------------------------------------------------
+# BATCH FETCH TRADUCCION INFO
+# -------------------------------------------------------------
+def fetch_traducciones_info_batch(conn, tr_ids: List[int]) -> Dict[int, Dict[str, Any]]:
+    """Obtiene info de múltiples traducciones en una sola consulta."""
+    if not tr_ids:
+        return {}
+    
+    with conn.cursor(cursor_factory=psycopg2.extras.DictCursor) as cur:
+        cur.execute(
+            """
+            SELECT
+                t.id AS traduccion_id,
+                t.noticia_id,
+                n.fecha,
+                COALESCE(NULLIF(t.titulo_trad,''), n.titulo) AS titulo_evento
+            FROM traducciones t
+            JOIN noticias n ON n.id = t.noticia_id
+            WHERE t.id = ANY(%s);
+            """,
+            (tr_ids,),
+        )
+        rows = cur.fetchall()
+
+    result = {}
+    for row in rows:
+        tr_id = int(row["traduccion_id"])
+        result[tr_id] = {
+            "traduccion_id": tr_id,
+            "noticia_id": row["noticia_id"],
+            "fecha": row["fecha"],
+            "titulo_evento": row["titulo_evento"] or "",
+        }
+    return result
+
+
+# -------------------------------------------------------------
+# BATCH PROCESSING
+# -------------------------------------------------------------
+def process_batch_optimized(
+    conn,
+    pending_ids: List[int],
+    emb_by_tr: Dict[int, np.ndarray],
+    centroid_index: CentroidIndex,
+) -> int:
+    """Procesa un batch completo con operaciones optimizadas."""
+    
+    # 1. Fetch all traduccion info in one query
+    infos = fetch_traducciones_info_batch(conn, pending_ids)
+    
+    # Prepare batch operations
+    new_eventos = []  # (vec, info) for new eventos
+    assign_existing = []  # (tr_id, evento_id, idx, vec, info)
+    assign_new = []  # (tr_id, vec, info) - will get evento_id after insert
+    
+    processed = 0
+    
+    for tr_id in pending_ids:
+        vec = emb_by_tr.get(tr_id)
+        if vec is None:
+            continue
+        
+        info = infos.get(tr_id)
+        if not info:
+            continue
+        
+        processed += 1
+        
+        if len(centroid_index.centroids) == 0:
+            # First event ever
+            assign_new.append((tr_id, vec, info))
+        else:
+            best_idx, best_dist = centroid_index.find_nearest(vec)
+            
+            if best_idx is not None and best_dist <= EVENT_DIST_THRESHOLD:
+                assign_existing.append((tr_id, centroid_index.centroids[best_idx]["id"], best_idx, vec, info))
+            else:
+                assign_new.append((tr_id, vec, info))
+    
+    with conn.cursor() as cur:
+        # 2. Insert new eventos in batch
+        new_evento_ids = {}
+        for tr_id, vec, info in assign_new:
+            cur.execute(
+                """
+                INSERT INTO eventos (centroid, total_traducciones,
+                                     fecha_inicio, fecha_fin, n_noticias, titulo)
+                VALUES (%s, 1, %s, %s, 1, %s)
+                RETURNING id;
+                """,
+                (
+                    Json(vec.tolist()),
+                    info["fecha"],
+                    info["fecha"],
+                    info["titulo_evento"],
+                ),
+            )
+            new_id = cur.fetchone()[0]
+            new_evento_ids[tr_id] = new_id
+            centroid_index.add_centroid(new_id, vec)
+        
+        # 3. Update existing eventos and centroids
+        for tr_id, evento_id, idx, vec, info in assign_existing:
+            c = centroid_index.centroids[idx]
+            n_old = c["n"]
+            n_new = n_old + 1
+            
+            new_vec = (c["vec"] * n_old + vec) / float(n_new)
+            norm = np.linalg.norm(new_vec)
+            if norm > 0:
+                new_vec = new_vec / norm
+            
+            centroid_index.update_centroid(idx, new_vec, n_new)
+            
+            cur.execute(
+                """
+                UPDATE eventos
+                SET centroid = %s,
+                    total_traducciones = total_traducciones + 1,
+                    fecha_inicio = LEAST(fecha_inicio, %s),
+                    fecha_fin = GREATEST(fecha_fin, %s),
+                    n_noticias = n_noticias + 1
+                WHERE id = %s;
+                """,
+                (Json(new_vec.tolist()), info["fecha"], info["fecha"], evento_id),
+            )
+        
+        # 4. Batch update traducciones.evento_id
+        trad_updates = []
+        for tr_id, evento_id, _, _, _ in assign_existing:
+            trad_updates.append((evento_id, tr_id))
+        for tr_id, _, _ in assign_new:
+            trad_updates.append((new_evento_ids[tr_id], tr_id))
+        
+        if trad_updates:
+            execute_values(
+                cur,
+                """
+                UPDATE traducciones AS t
+                SET evento_id = v.evento_id
+                FROM (VALUES %s) AS v(evento_id, id)
+                WHERE t.id = v.id;
+                """,
+                trad_updates,
+            )
+        
+        # 5. Batch insert eventos_noticias
+        en_inserts = []
+        for tr_id, evento_id, _, _, info in assign_existing:
+            if info.get("noticia_id"):
+                en_inserts.append((evento_id, info["noticia_id"], info["traduccion_id"]))
+        for tr_id, _, info in assign_new:
+            if info.get("noticia_id"):
+                en_inserts.append((new_evento_ids[tr_id], info["noticia_id"], info["traduccion_id"]))
+        
+        if en_inserts:
+            execute_values(
+                cur,
+                """
+                INSERT INTO eventos_noticias (evento_id, noticia_id, traduccion_id)
+                VALUES %s
+                ON CONFLICT DO NOTHING;
+                """,
+                en_inserts,
+            )
+    
+    return processed
+
+
+# -------------------------------------------------------------
+# MAIN LOOP
+# -------------------------------------------------------------
+def main():
+    log.info(
+        "Iniciando cluster_worker (optimized) langs=%s batch=%d threshold=%.3f emb=%s",
+        ",".join(EVENT_LANGS),
+        EVENT_BATCH_IDS,
+        EVENT_DIST_THRESHOLD,
+        EMB_MODEL,
+    )
+
+    while True:
+        try:
+            with get_conn() as conn:
+                ensure_schema(conn)
+
+                pending_ids = fetch_pending_traducciones(conn)
+                if not pending_ids:
+                    time.sleep(EVENT_SLEEP_IDLE)
+                    continue
+
+                emb_by_tr = fetch_embeddings_for(conn, pending_ids)
+                if not emb_by_tr:
+                    time.sleep(EVENT_SLEEP_IDLE)
+                    continue
+
+                # Load centroids with vectorized index
+                centroid_index = CentroidIndex()
+                centroid_index.load_from_db(conn)
+
+                # Process batch with optimizations
+                t0 = time.time()
+                processed = process_batch_optimized(conn, pending_ids, emb_by_tr, centroid_index)
+                dt = time.time() - t0
+
+                conn.commit()
+                log.info("Cluster OK: %d procesadas en %.2fs (%.1f/s)", 
+                         processed, dt, processed / dt if dt > 0 else 0)
+
+        except Exception:
+            log.exception("Error en cluster_worker")
+            time.sleep(EVENT_SLEEP_IDLE)
+
+
+if __name__ == "__main__":
+    main()
+
diff --git a/workers/embeddings_worker.py b/workers/embeddings_worker.py
new file mode 100644
index 0000000..7b04f41
--- /dev/null
+++ b/workers/embeddings_worker.py
@@ -0,0 +1,267 @@
+import os
+import time
+import logging
+from typing import List
+
+import numpy as np
+import psycopg2
+import psycopg2.extras
+from psycopg2.extras import execute_values
+
+import torch
+from sentence_transformers import SentenceTransformer
+
+
+# ================================================================
+# Logging
+# ================================================================
+logging.basicConfig(
+    level=logging.INFO,
+    format='[EMB] %(asctime)s %(levelname)s: %(message)s'
+)
+log = logging.getLogger("embeddings_worker")
+
+
+# ================================================================
+# Configuración
+# ================================================================
+DB = dict(
+    host=os.environ.get("DB_HOST", "localhost"),
+    port=int(os.environ.get("DB_PORT", 5432)),
+    dbname=os.environ.get("DB_NAME", "rss"),
+    user=os.environ.get("DB_USER", "rss"),
+    password=os.environ.get("DB_PASS", "x"),
+)
+
+EMB_MODEL = os.environ.get(
+    "EMB_MODEL",
+    "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
+)
+
+EMB_BATCH = int(os.environ.get("EMB_BATCH", "128"))
+SLEEP_IDLE = float(os.environ.get("EMB_SLEEP_IDLE", "5.0"))
+
+# ej: "es,en,fr"
+EMB_LANGS = [
+    s.strip()
+    for s in os.environ.get("EMB_LANGS", "es").split(",")
+    if s.strip()
+]
+
+DEVICE_ENV = os.environ.get("DEVICE", "auto").lower()
+EMB_LIMIT = int(os.environ.get("EMB_LIMIT", "1000"))
+
+
+# ================================================================
+# Conexión
+# ================================================================
+def get_conn():
+    return psycopg2.connect(**DB)
+
+
+# ================================================================
+# Esquema — se asegura que exista
+# ================================================================
+def ensure_schema(conn):
+    """
+    Asegura que la tabla de embeddings existe. Idempotente.
+    """
+    with conn.cursor() as cur:
+        cur.execute(
+            """
+            CREATE TABLE IF NOT EXISTS traduccion_embeddings (
+                id SERIAL PRIMARY KEY,
+                traduccion_id INT NOT NULL REFERENCES traducciones(id) ON DELETE CASCADE,
+                model TEXT NOT NULL,
+                dim INT NOT NULL,
+                embedding DOUBLE PRECISION[] NOT NULL,
+                created_at TIMESTAMP DEFAULT NOW(),
+                UNIQUE (traduccion_id, model)
+            );
+            """
+        )
+        cur.execute("""
+            CREATE INDEX IF NOT EXISTS idx_tr_emb_model
+                ON traduccion_embeddings(model);
+        """)
+        cur.execute("""
+            CREATE INDEX IF NOT EXISTS idx_tr_emb_traduccion_id
+                ON traduccion_embeddings(traduccion_id);
+        """)
+
+    conn.commit()
+
+
+# ================================================================
+# Fetch de trabajos pendientes
+# ================================================================
+def fetch_batch_pending(conn) -> List[psycopg2.extras.DictRow]:
+    """
+    Obtiene traducciones en status 'done' que aún no tienen embedding
+    para este modelo.
+    """
+    with conn.cursor(cursor_factory=psycopg2.extras.DictCursor) as cur:
+        cur.execute(
+            """
+            SELECT 
+                t.id AS traduccion_id,
+                t.lang_to AS lang_to,
+                COALESCE(NULLIF(t.titulo_trad,''), '') AS titulo_trad,
+                COALESCE(NULLIF(t.resumen_trad,''), '') AS resumen_trad,
+                n.id AS noticia_id
+            FROM traducciones t
+            JOIN noticias n ON n.id = t.noticia_id
+            LEFT JOIN traduccion_embeddings e
+                   ON e.traduccion_id = t.id AND e.model = %s
+            WHERE t.status = 'done'
+              AND t.lang_to = ANY(%s)
+              AND e.traduccion_id IS NULL
+            ORDER BY t.id
+            LIMIT %s;
+            """,
+            (EMB_MODEL, EMB_LANGS, EMB_LIMIT),
+        )
+        return cur.fetchall()
+
+
+# ================================================================
+# Preparación de textos
+# ================================================================
+def texts_from_rows(rows: List[psycopg2.extras.DictRow]) -> List[str]:
+    """
+    Devuelve textos combinados para embeddings.
+    Evita pasar texto vacío al modelo.
+    """
+    texts = []
+    for r in rows:
+        title = (r["titulo_trad"] or "").strip()
+        body = (r["resumen_trad"] or "").strip()
+
+        if title and body:
+            texts.append(f"{title}\n{body}")
+        else:
+            texts.append(title or body or "")
+
+    return texts
+
+
+# ================================================================
+# Upsert
+# ================================================================
+def upsert_embeddings(conn, rows, embs: np.ndarray, model_name: str):
+    """
+    Inserta o actualiza embeddings en la base de datos.
+    """
+    if embs.size == 0 or not rows:
+        return
+
+    dim = int(embs.shape[1])
+
+    data = [
+        (
+            int(r["traduccion_id"]),
+            model_name,
+            dim,
+            embs[i].astype(float).tolist(),
+        )
+        for i, r in enumerate(rows)
+    ]
+
+    with conn.cursor() as cur:
+        execute_values(
+            cur,
+            """
+            INSERT INTO traduccion_embeddings 
+                (traduccion_id, model, dim, embedding)
+            VALUES %s
+            ON CONFLICT (traduccion_id, model)
+            DO UPDATE SET
+                embedding  = EXCLUDED.embedding,
+                dim        = EXCLUDED.dim,
+                created_at = NOW();
+            """,
+            data,
+        )
+
+    conn.commit()
+
+
+# ================================================================
+# Load model
+# ================================================================
+def resolve_device() -> str:
+    """
+    Determina el dispositivo a usar.
+    """
+    if DEVICE_ENV in ("cpu", "cuda"):
+        if DEVICE_ENV == "cuda" and not torch.cuda.is_available():
+            return "cpu"
+        return DEVICE_ENV
+
+    # auto
+    return "cuda" if torch.cuda.is_available() else "cpu"
+
+
+def load_model() -> SentenceTransformer:
+    """
+    Carga el modelo con fallback CPU si CUDA falla.
+    """
+    device = resolve_device()
+    log.info(f"Cargando modelo {EMB_MODEL} en device={device} …")
+
+    try:
+        return SentenceTransformer(EMB_MODEL, device=device)
+    except Exception as e:
+        log.error(f"Fallo cargando modelo en {device}: {e}")
+
+        if device == "cuda":
+            log.warning("→ Reintentando en CPU…")
+            return SentenceTransformer(EMB_MODEL, device="cpu")
+
+        raise
+
+
+# ================================================================
+# Main Worker
+# ================================================================
+def main():
+    log.info(
+        f"Iniciando embeddings_worker | model={EMB_MODEL} | batch={EMB_BATCH} | lang={','.join(EMB_LANGS)} | limit={EMB_LIMIT}"
+    )
+
+    model = load_model()
+
+    while True:
+        try:
+            with get_conn() as conn:
+                ensure_schema(conn)
+
+                rows = fetch_batch_pending(conn)
+                if not rows:
+                    time.sleep(SLEEP_IDLE)
+                    continue
+
+                texts = texts_from_rows(rows)
+
+                # Encode
+                embs = model.encode(
+                    texts,
+                    batch_size=EMB_BATCH,
+                    convert_to_numpy=True,
+                    show_progress_bar=False,
+                    normalize_embeddings=True,
+                )
+
+                # Upsert
+                upsert_embeddings(conn, rows, embs, EMB_MODEL)
+
+                log.info(f"Embeddings generados: {len(rows)}")
+
+        except Exception as e:
+            log.exception(f"Error en embeddings_worker: {e}")
+            time.sleep(SLEEP_IDLE)
+
+
+if __name__ == "__main__":
+    main()
+
diff --git a/workers/ner_worker.py b/workers/ner_worker.py
new file mode 100644
index 0000000..15bed91
--- /dev/null
+++ b/workers/ner_worker.py
@@ -0,0 +1,414 @@
+import os
+import time
+import logging
+import re
+import string
+from typing import List, Tuple
+from collections import Counter
+
+import psycopg2
+import psycopg2.extras
+import spacy
+from bs4 import BeautifulSoup
+
+# ==========================================================
+# Logging
+# ==========================================================
+logging.basicConfig(
+    level=logging.INFO,
+    format='[NER] %(asctime)s %(levelname)s: %(message)s'
+)
+log = logging.getLogger("ner_worker")
+
+# ==========================================================
+# Config DB
+# ==========================================================
+DB = dict(
+    host=os.environ.get("DB_HOST", "localhost"),
+    port=int(os.environ.get("DB_PORT", 5432)),
+    dbname=os.environ.get("DB_NAME", "rss"),
+    user=os.environ.get("DB_USER", "rss"),
+    password=os.environ.get("DB_PASS", "x"),
+)
+
+NER_LANG = os.environ.get("NER_LANG", "es").strip().lower()
+BATCH = int(os.environ.get("NER_BATCH", 64))
+
+# ==========================================================
+# Mapeo de entidades spaCy → nuestro modelo SQL
+# ==========================================================
+ENT_LABELS = {
+    "PERSON": "persona",
+    "PER": "persona",
+    "ORG": "organizacion",
+    "GPE": "lugar",
+    "LOC": "lugar",
+    "MISC": "tema",
+}
+
+# ==========================================================
+# Limpieza avanzada
+# ==========================================================
+_ws_re = re.compile(r"\s+")
+
+HTML_TRASH_PATTERNS = [
+    r"<[^>]+>",
+    r"&[a-z]+;",
+    r"&#\d+;?",
+    r'width="\d+"',
+    r'height="\d+"',
+]
+
+GENERIC_BAD_TAGS = {
+    "república", "estado", "centro", "gobierno", "el gobierno",
+    "gobiernos", "report", "sp", "unión", "union", "dólares",
+    "dolar", "dólar", "the post", "post", "artículo", "el artículo",
+    "la ciudad", "mundo", "país", "pais", "países", "paises",
+    "la noche", "la publicación", "este miércoles", "el miércoles",
+    "hoy", "ayer", "mañana", "servicio", "servicios", "el presidente",
+    "presidente", "el ministro", "ministro", "la guerra", "guerra",
+    "seguridad", "wp-content", "internal_photos", "/internal_photos",
+    "https", "http", "src"
+}
+
+STOPWORDS = set()
+
+ARTICLES = {
+    "el", "la", "los", "las", "un", "una", "uno", "al", "del"
+}
+
+# Límites
+TOPIC_MIN_CHARS = 4
+TOPIC_MAX_WORDS = 6
+TOPIC_MAX_PER_DOC = 15
+
+
+# ==========================================================
+# Helpers
+# ==========================================================
+def get_conn():
+    return psycopg2.connect(**DB)
+
+
+def _looks_like_attr_or_path(text_lower: str) -> bool:
+    """Filtra basura tipo rutas, html, atributos, URLs, etc."""
+    if text_lower.startswith("/"):
+        return True
+    if "http://" in text_lower or "https://" in text_lower:
+        return True
+    if any(ext in text_lower for ext in (".jpg", ".jpeg", ".png", ".gif", ".webp")):
+        return True
+    if re.search(r"\b(src|alt|style|class)\s*=", text_lower):
+        return True
+    if "data-" in text_lower:
+        return True
+    if re.search(r"&#\d+;?", text_lower):
+        return True
+    if "=" in text_lower and " " not in text_lower.strip():
+        return True
+
+    # tokens-hash tipo "ajsdh7287sdhjshd8" (solo si no tiene espacios)
+    if " " not in text_lower and re.fullmatch(r"[a-z0-9_]{15,}", text_lower.replace("-", "")):
+        return True
+
+    # palabras sin espacios largas con guiones
+    if "-" in text_lower and " " not in text_lower:
+        return True
+
+    return False
+
+
+# ==========================================================
+# Limpieza de entidades
+# ==========================================================
+def clean_tag_text(text: str) -> str | None:
+    if not text:
+        return None
+
+    text = BeautifulSoup(text, "html.parser").get_text()
+    for pat in HTML_TRASH_PATTERNS:
+        text = re.sub(pat, "", text)
+
+    text = _ws_re.sub(" ", text).strip()
+    text = text.strip(string.punctuation + " ")
+
+    if len(text) < 3:
+        log.debug(f"Clean reject (too short): {text}")
+        return None
+    if re.search(r"[<>/\\]", text):
+        log.debug(f"Clean reject (bad chars): {text}")
+        return None
+
+    lower = text.lower()
+    if lower.startswith("href="):
+        log.debug(f"Clean reject (href): {text}")
+        return None
+    if _looks_like_attr_or_path(lower):
+        log.debug(f"Clean reject (attr/path): {text}")
+        return None
+    if lower in GENERIC_BAD_TAGS:
+        log.debug(f"Clean reject (generic bad): {text}")
+        return None
+
+    replacements = {
+        "ee.uu.": "Estados Unidos",
+        "los estados unidos": "Estados Unidos",
+        "eeuu": "Estados Unidos",
+        "eu": "Unión Europea",
+        "ue": "Unión Europea",
+        "kosova": "Kosovo",
+        # Specific User Requests
+        "trump": "Donald Trump",
+        "mr. trump": "Donald Trump",
+        "mr trump": "Donald Trump",
+        "doland trump": "Donald Trump",
+        "el presidente trump": "Donald Trump",
+        "president trump": "Donald Trump",
+        "ex-president trump": "Donald Trump",
+        "expresidente trump": "Donald Trump",
+        "putin": "Vladimir Putin",
+        "vladimir putin": "Vladimir Putin",
+        "v. putin": "Vladimir Putin",
+        "presidente putin": "Vladimir Putin",
+        # New requests
+        "sanchez": "Pedro Sánchez",
+        "pedro sanchez": "Pedro Sánchez",
+        "p. sanchez": "Pedro Sánchez",
+        "mr. sanchez": "Pedro Sánchez",
+        "sánchez": "Pedro Sánchez", # explicit match just in case
+        "pedro sánchez": "Pedro Sánchez",
+        "maduro": "Nicolás Maduro",
+        "nicolas maduro": "Nicolás Maduro",
+        "mr. maduro": "Nicolás Maduro",
+        "lula": "Lula da Silva",
+        "lula da silva": "Lula da Silva",
+        "luiz inácio lula da silva": "Lula da Silva",
+    }
+    if lower in replacements:
+        return replacements[lower]
+
+    # Blacklist (explicit removals requested)
+    blacklist = {
+        "getty images", "netflix", "fiscalia", "segun", "estoy", # People blacklist
+        "and more", "app", "estamos", "ultra", # Orgs blacklist
+        "hacienda", "fiscalía" 
+    }
+    if lower in blacklist:
+        log.debug(f"Clean reject (blacklist): {text}")
+        return None
+
+    return text
+
+
+# ==========================================================
+# Limpieza de topics (noun-chunks)
+# ==========================================================
+def clean_topic_text(text: str) -> str | None:
+    if not text:
+        return None
+
+    text = BeautifulSoup(text, "html.parser").get_text()
+    for pat in HTML_TRASH_PATTERNS:
+        text = re.sub(pat, "", text)
+
+    text = _ws_re.sub(" ", text).strip()
+    text = text.strip(string.punctuation + " ")
+
+    if len(text) < TOPIC_MIN_CHARS:
+        return None
+
+    lower = text.lower()
+    if _looks_like_attr_or_path(lower):
+        return None
+
+    tokens = [
+        t.strip(string.punctuation)
+        for t in lower.split()
+        if t.strip(string.punctuation)
+    ]
+    if not tokens:
+        return None
+
+    # remover artículos iniciales
+    if tokens[0] in ARTICLES:
+        tokens = tokens[1:]
+        if not tokens:
+            return None
+
+    norm = " ".join(tokens).strip()
+
+    if len(norm) < TOPIC_MIN_CHARS:
+        return None
+    if norm in GENERIC_BAD_TAGS:
+        return None
+    if len(tokens) > TOPIC_MAX_WORDS:
+        return None
+    if all(t in STOPWORDS for t in tokens):
+        return None
+    if re.fullmatch(r"[0-9\s\.,\-:/]+", norm):
+        return None
+
+    return norm
+
+
+# ==========================================================
+# Extracción NER + Topics
+# ==========================================================
+def extract_entities_and_topics(nlp, text: str) -> Tuple[List[Tuple[str, str]], List[Tuple[str, str]]]:
+    ents = []
+    topics = []
+
+    if not text:
+        return ents, topics
+
+    doc = nlp(text)
+    # log.debug(f"Processing text ({len(text)} chars): {text[:30]}...")
+    # log.debug(f"Entities found: {len(doc.ents)}")
+
+    # --- ENTIDADES ---
+    for ent in doc.ents:
+        tipo = ENT_LABELS.get(ent.label_)
+        if not tipo:
+            continue
+
+        cleaned = clean_tag_text(ent.text)
+        if not cleaned:
+            # log.debug(f"Rejected entity: {ent.text} ({ent.label_})")
+            continue
+            
+        if tipo == "persona":
+            lower_cleaned = cleaned.lower()
+            # Aggressive normalization rules for VIPs
+            # Use token checks or substring checks carefully
+            if "trump" in lower_cleaned.split(): 
+                # Token 'trump' exists? e.g. "donald trump", "trump", "mr. trump"
+                # Exclude family members
+                family = ["ivanka", "melania", "eric", "tiffany", "barron", "lara", "mary", "fred"]
+                if not any(f in lower_cleaned for f in family):
+                    cleaned = "Donald Trump"
+            
+            elif "sanchez" in lower_cleaned or "sánchez" in lower_cleaned:
+                # Be careful of other Sanchez? But user context implies Pedro.
+                if "pedro" in lower_cleaned or "presidente" in lower_cleaned or lower_cleaned in ["sanchez", "sánchez"]:
+                    cleaned = "Pedro Sánchez"
+            
+            elif "maduro" in lower_cleaned:
+                cleaned = "Nicolás Maduro"
+            
+            elif "lula" in lower_cleaned:
+                cleaned = "Lula da Silva"
+            
+            elif "putin" in lower_cleaned:
+                cleaned = "Vladimir Putin"
+
+        # log.debug(f"Accepted entity: {cleaned} ({tipo})")
+        ents.append((cleaned, tipo))
+
+    # --- TOPICS ---
+    topic_counter = Counter()
+    for chunk in doc.noun_chunks:
+        cleaned = clean_topic_text(chunk.text)
+        if cleaned:
+            topic_counter[cleaned] += 1
+
+    ent_values = {v for (v, _) in ents}
+
+    for val, _count in topic_counter.most_common(TOPIC_MAX_PER_DOC):
+        if val in ent_values:
+            continue
+        topics.append((val, "tema"))
+
+    return list(set(ents)), list(set(topics))
+
+
+# ==========================================================
+# Worker principal
+# ==========================================================
+def main():
+    global STOPWORDS
+
+    # Cargar spaCy
+    log.info("Cargando modelo spaCy es_core_news_md...")
+    nlp = spacy.load("es_core_news_md", disable=["lemmatizer", "textcat"])
+    STOPWORDS = set(nlp.Defaults.stop_words)
+    log.info("Modelo spaCy cargado correctamente.")
+
+    while True:
+        try:
+            with get_conn() as conn, conn.cursor(cursor_factory=psycopg2.extras.DictCursor) as cur:
+                cur.execute(
+                    """
+                    SELECT t.id, t.titulo_trad, t.resumen_trad
+                    FROM traducciones t
+                    WHERE t.status = 'done'
+                      AND t.lang_to = %s
+                      AND NOT EXISTS (
+                          SELECT 1 FROM tags_noticia tn WHERE tn.traduccion_id = t.id
+                      )
+                    ORDER BY t.id DESC
+                    LIMIT %s;
+                    """,
+                    (NER_LANG, BATCH),
+                )
+
+
+                rows = cur.fetchall()
+
+                if not rows:
+                    time.sleep(5)
+                    continue
+
+                log.info(f"Procesando {len(rows)} traducciones para NER/temas...")
+
+                inserted_links = 0
+
+                for r in rows:
+                    text = f"{r['titulo_trad'] or ''}\n{r['resumen_trad'] or ''}".strip()
+                    if not text:
+                        continue
+
+                    ents, topics = extract_entities_and_topics(nlp, text)
+                    tags = ents + topics
+                    if not tags:
+                        continue
+
+                    for valor, tipo in tags:
+                        try:
+                            cur.execute(
+                                """
+                                INSERT INTO tags (valor, tipo)
+                                VALUES (%s, %s)
+                                ON CONFLICT (valor, tipo)
+                                DO UPDATE SET valor = EXCLUDED.valor
+                                RETURNING id;
+                                """,
+                                (valor, tipo),
+                            )
+                            tag_id = cur.fetchone()[0]
+
+                            cur.execute(
+                                """
+                                INSERT INTO tags_noticia (traduccion_id, tag_id)
+                                VALUES (%s, %s)
+                                ON CONFLICT DO NOTHING;
+                                """,
+                                (r["id"], tag_id),
+                            )
+
+                            if cur.rowcount > 0:
+                                inserted_links += 1
+
+                        except Exception:
+                            log.exception("Error insertando tag/relación")
+
+                conn.commit()
+                log.info(f"Lote NER OK. Nuevas relaciones tag_noticia: {inserted_links}")
+
+        except Exception:
+            log.exception("Error general en NER loop")
+            time.sleep(5)
+
+
+if __name__ == "__main__":
+    main()
+
diff --git a/workers/qdrant_worker.py b/workers/qdrant_worker.py
new file mode 100644
index 0000000..cde3c65
--- /dev/null
+++ b/workers/qdrant_worker.py
@@ -0,0 +1,334 @@
+"""
+Worker de Qdrant
+Vectoriza noticias traducidas y las sube a Qdrant para búsquedas semánticas.
+"""
+
+import os
+import sys
+import time
+import uuid
+from datetime import datetime
+from typing import List, Dict, Any
+
+# Añadir el directorio raíz al path
+sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+from db import get_read_conn, get_write_conn
+
+try:
+    from qdrant_client import QdrantClient
+    from qdrant_client.models import Distance, VectorParams, PointStruct, Filter, FieldCondition, MatchValue
+except ImportError:
+    print("❌ Error: qdrant-client no instalado. Ejecuta: pip install qdrant-client")
+    sys.exit(1)
+
+try:
+    from sentence_transformers import SentenceTransformer
+except ImportError:
+    print("❌ Error: sentence-transformers no instalado")
+    sys.exit(1)
+
+# Configuración
+QDRANT_HOST = os.environ.get("QDRANT_HOST", "localhost")
+QDRANT_PORT = int(os.environ.get("QDRANT_PORT", "6333"))
+QDRANT_COLLECTION = os.environ.get("QDRANT_COLLECTION_NAME", "news_vectors")
+
+EMB_MODEL = os.environ.get("EMB_MODEL", "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2")
+EMB_DEVICE = os.environ.get("EMB_DEVICE", "cuda")
+BATCH_SIZE = int(os.environ.get("QDRANT_BATCH_SIZE", "100"))
+SLEEP_IDLE = int(os.environ.get("QDRANT_SLEEP_IDLE", "30"))
+
+# Cliente Qdrant global
+qdrant_client = None
+embedding_model = None
+
+
+def init_qdrant_client():
+    """
+    Inicializa el cliente de Qdrant y crea la colección si no existe.
+    """
+    global qdrant_client
+    
+    print(f"🔌 Conectando a Qdrant en {QDRANT_HOST}:{QDRANT_PORT}...")
+    qdrant_client = QdrantClient(host=QDRANT_HOST, port=QDRANT_PORT)
+    
+    # Verificar si la colección existe
+    collections = qdrant_client.get_collections().collections
+    collection_names = [c.name for c in collections]
+    
+    if QDRANT_COLLECTION not in collection_names:
+        print(f"📦 Creando colección '{QDRANT_COLLECTION}'...")
+        
+        # Obtener dimensión del modelo de embeddings
+        # paraphrase-multilingual-MiniLM-L12-v2 = 384 dimensiones
+        vector_size = 384
+        
+        qdrant_client.create_collection(
+            collection_name=QDRANT_COLLECTION,
+            vectors_config=VectorParams(
+                size=vector_size,
+                distance=Distance.COSINE
+            )
+        )
+        print(f"✅ Colección '{QDRANT_COLLECTION}' creada (dimensión: {vector_size})")
+    else:
+        print(f"✅ Colección '{QDRANT_COLLECTION}' ya existe")
+    
+    # Obtener info de la colección
+    collection_info = qdrant_client.get_collection(QDRANT_COLLECTION)
+    print(f"📊 Puntos en colección: {collection_info.points_count}")
+
+
+def init_embedding_model():
+    """
+    Inicializa el modelo de embeddings.
+    """
+    global embedding_model
+    
+    print(f"🤖 Cargando modelo de embeddings: {EMB_MODEL}")
+    print(f"🖥️  Dispositivo: {EMB_DEVICE}")
+    
+    embedding_model = SentenceTransformer(EMB_MODEL, device=EMB_DEVICE)
+    
+    print(f"✅ Modelo cargado correctamente")
+
+
+def get_pending_news(limit: int = BATCH_SIZE) -> List[Dict[str, Any]]:
+    """
+    Obtiene noticias traducidas pendientes de vectorizar.
+    
+    Args:
+        limit: Número máximo de noticias a obtener
+        
+    Returns:
+        Lista de noticias
+    """
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("""
+                SELECT 
+                    t.id as traduccion_id,
+                    t.noticia_id,
+                    t.lang_to as lang,
+                    t.titulo_trad as titulo,
+                    t.resumen_trad as resumen,
+                    n.url,
+                    n.fecha,
+                    n.fuente_nombre,
+                    n.categoria_id,
+                    n.pais_id
+                FROM traducciones t
+                INNER JOIN noticias n ON t.noticia_id = n.id
+                WHERE t.vectorized = FALSE
+                AND t.status = 'done'
+                ORDER BY t.created_at ASC
+                LIMIT %s
+            """, (limit,))
+            
+            columns = [desc[0] for desc in cur.description]
+            results = []
+            for row in cur.fetchall():
+                results.append(dict(zip(columns, row)))
+            
+            return results
+
+
+def generate_embeddings(texts: List[str]) -> List[List[float]]:
+    """
+    Genera embeddings para una lista de textos.
+    
+    Args:
+        texts: Lista de textos
+        
+    Returns:
+        Lista de vectores de embeddings
+    """
+    embeddings = embedding_model.encode(
+        texts,
+        batch_size=32,
+        show_progress_bar=False,
+        convert_to_numpy=True
+    )
+    return embeddings.tolist()
+
+
+def upload_to_qdrant(news_batch: List[Dict[str, Any]]):
+    """
+    Sube un lote de noticias a Qdrant.
+    
+    Args:
+        news_batch: Lista de noticias
+    """
+    if not news_batch:
+        return
+    
+    # Preparar textos para embeddings (título + resumen)
+    texts = [
+        f"{news['titulo']} {news['resumen']}"
+        for news in news_batch
+    ]
+    
+    print(f"  🧮 Generando embeddings para {len(texts)} noticias...")
+    embeddings = generate_embeddings(texts)
+    
+    # Preparar puntos para Qdrant
+    points = []
+    for news, embedding in zip(news_batch, embeddings):
+        point_id = str(uuid.uuid4())
+        
+        # Preparar payload (metadata)
+        payload = {
+            "news_id": news['noticia_id'],
+            "traduccion_id": news['traduccion_id'],
+            "titulo": news['titulo'],
+            "resumen": news['resumen'],
+            "url": news['url'],
+            "fecha": news['fecha'].isoformat() if news['fecha'] else None,
+            "fuente_nombre": news['fuente_nombre'],
+            "categoria_id": news['categoria_id'],
+            "pais_id": news['pais_id'],
+            "lang": news['lang']
+        }
+        
+        point = PointStruct(
+            id=point_id,
+            vector=embedding,
+            payload=payload
+        )
+        points.append(point)
+        
+        # Guardar point_id para actualizar DB
+        news['qdrant_point_id'] = point_id
+    
+    # Subir a Qdrant
+    print(f"  ⬆️  Subiendo {len(points)} puntos a Qdrant...")
+    qdrant_client.upsert(
+        collection_name=QDRANT_COLLECTION,
+        points=points
+    )
+    
+    # Actualizar base de datos
+    print(f"  💾 Actualizando estado en PostgreSQL...")
+    with get_write_conn() as conn:
+        with conn.cursor() as cur:
+            for news in news_batch:
+                cur.execute("""
+                    UPDATE traducciones
+                    SET 
+                        vectorized = TRUE,
+                        vectorization_date = NOW(),
+                        qdrant_point_id = %s
+                    WHERE id = %s
+                """, (news['qdrant_point_id'], news['traduccion_id']))
+        conn.commit()
+    
+    print(f"  ✅ Lote subido correctamente")
+
+
+def process_batch():
+    """
+    Procesa un lote de noticias traducidas.
+    
+    Returns:
+        Número de noticias procesadas
+    """
+    news_batch = get_pending_news()
+    
+    if not news_batch:
+        return 0
+    
+    print(f"\n📋 Procesando {len(news_batch)} noticias traducidas...")
+    
+    try:
+        upload_to_qdrant(news_batch)
+        return len(news_batch)
+    except Exception as e:
+        print(f"❌ Error procesando lote: {e}")
+        return 0
+
+
+def get_stats():
+    """
+    Obtiene estadísticas del sistema.
+    """
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("""
+                SELECT 
+                    COUNT(*) as total,
+                    COUNT(*) FILTER (WHERE vectorized = TRUE) as vectorizadas,
+                    COUNT(*) FILTER (WHERE vectorized = FALSE AND status = 'done') as pendientes
+                FROM traducciones
+                WHERE lang_to = 'es' 
+            """)
+            row = cur.fetchone()
+            return {
+                'total': row[0],
+                'vectorizadas': row[1],
+                'pendientes': row[2]
+            }
+
+
+def main():
+    """
+    Loop principal del worker.
+    """
+    print("=" * 80)
+    print("🚀 Qdrant Vectorization Worker (Direct Translation)")
+    print("=" * 80)
+    print(f"Qdrant: {QDRANT_HOST}:{QDRANT_PORT}")
+    print(f"Colección: {QDRANT_COLLECTION}")
+    print(f"Modelo: {EMB_MODEL}")
+    print(f"Dispositivo: {EMB_DEVICE}")
+    print(f"Tamaño de lote: {BATCH_SIZE}")
+    print("=" * 80)
+    
+    # Inicializar Qdrant
+    try:
+        init_qdrant_client()
+    except Exception as e:
+        print(f"❌ Error inicializando Qdrant: {e}")
+        print("⚠️  Asegúrate de que Qdrant esté corriendo")
+        return
+    
+    # Inicializar modelo de embeddings
+    try:
+        init_embedding_model()
+    except Exception as e:
+        print(f"❌ Error cargando modelo de embeddings: {e}")
+        return
+    
+    print("\n🔄 Iniciando loop de procesamiento...\n")
+    
+    total_processed = 0
+    
+    while True:
+        try:
+            processed = process_batch()
+            total_processed += processed
+            
+            if processed > 0:
+                print(f"\n✅ Lote completado: {processed} noticias vectorizadas")
+                print(f"📊 Total procesado en esta sesión: {total_processed}")
+                
+                # Mostrar estadísticas
+                stats = get_stats()
+                print(f"📈 Estadísticas globales:")
+                print(f"   Total traducciones: {stats['total']}")
+                print(f"   Vectorizadas: {stats['vectorizadas']}")
+                print(f"   Pendientes: {stats['pendientes']}")
+            else:
+                print(f"💤 No hay noticias pendientes. Esperando {SLEEP_IDLE}s...")
+                time.sleep(SLEEP_IDLE)
+                
+        except KeyboardInterrupt:
+            print("\n\n⏹️  Worker detenido por el usuario")
+            break
+        except Exception as e:
+            print(f"\n❌ Error en loop principal: {e}")
+            print(f"⏳ Esperando {SLEEP_IDLE}s antes de reintentar...")
+            time.sleep(SLEEP_IDLE)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/workers/related_worker.py b/workers/related_worker.py
new file mode 100644
index 0000000..6ce1404
--- /dev/null
+++ b/workers/related_worker.py
@@ -0,0 +1,202 @@
+import os
+import time
+import logging
+from typing import List, Tuple
+
+import numpy as np
+import psycopg2
+import psycopg2.extras
+
+logging.basicConfig(
+    level=logging.INFO,
+    format='[related] %(asctime)s %(levelname)s: %(message)s'
+)
+
+DB = dict(
+    host=os.environ.get("DB_HOST", "localhost"),
+    port=int(os.environ.get("DB_PORT", 5432)),
+    dbname=os.environ.get("DB_NAME", "rss"),
+    user=os.environ.get("DB_USER", "rss"),
+    password=os.environ.get("DB_PASS", "x"),
+)
+
+EMB_MODEL = os.environ.get(
+    "EMB_MODEL",
+    "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2"
+)
+
+TOPK = int(os.environ.get("RELATED_TOPK", 10))
+BATCH_IDS = int(os.environ.get("RELATED_BATCH_IDS", 200))
+SLEEP_IDLE = float(os.environ.get("RELATED_SLEEP", 10))
+MIN_SCORE = float(os.environ.get("RELATED_MIN_SCORE", 0.0))
+WINDOW_HOURS = int(os.environ.get("RELATED_WINDOW_H", 0))
+
+
+def get_conn():
+    return psycopg2.connect(**DB)
+
+
+def fetch_all_embeddings(cur) -> Tuple[List[int], np.ndarray]:
+    sql = """
+        SELECT e.traduccion_id, e.embedding, n.fecha
+        FROM traduccion_embeddings e
+        JOIN traducciones t ON t.id = e.traduccion_id
+        JOIN noticias n ON n.id = t.noticia_id
+        WHERE e.model = %s
+          AND t.status = 'done'
+          AND t.lang_to = 'es'
+    """
+    params = [EMB_MODEL]
+
+    if WINDOW_HOURS > 0:
+        sql += " AND n.fecha >= NOW() - INTERVAL %s"
+        params.append(f"{WINDOW_HOURS} hours")
+
+    cur.execute(sql, params)
+    rows = cur.fetchall()
+
+    if not rows:
+        return [], None
+
+    ids = []
+    vecs = []
+
+    for tr_id, emb, _ in rows:
+        if not emb:
+            continue
+        arr = np.asarray(emb, dtype=np.float32)
+        if arr.ndim != 1 or arr.size == 0:
+            continue
+        ids.append(tr_id)
+        vecs.append(arr)
+
+    if not ids:
+        return [], None
+
+    mat = np.vstack(vecs)
+    norms = np.linalg.norm(mat, axis=1, keepdims=True)
+    norms[norms == 0] = 1e-8
+    mat = mat / norms
+
+    return ids, mat
+
+
+def fetch_pending_ids(cur, limit) -> List[int]:
+    cur.execute(
+        """
+        SELECT t.id
+        FROM traducciones t
+        JOIN traduccion_embeddings e
+             ON e.traduccion_id = t.id AND e.model = %s
+        LEFT JOIN related_noticias r
+               ON r.traduccion_id = t.id
+        WHERE t.lang_to = 'es'
+          AND t.status = 'done'
+        GROUP BY t.id
+        HAVING COUNT(r.related_traduccion_id) = 0
+        ORDER BY t.id DESC
+        LIMIT %s;
+        """,
+        (EMB_MODEL, limit),
+    )
+    return [r[0] for r in cur.fetchall()]
+
+
+def topk(idx: int, ids_all: List[int], mat: np.ndarray, K: int) -> List[Tuple[int, float]]:
+    q = mat[idx]
+    sims = np.dot(mat, q)
+    sims[idx] = -999.0
+
+    if MIN_SCORE > 0:
+        mask = sims >= MIN_SCORE
+        sims = np.where(mask, sims, -999.0)
+
+    if K >= len(sims):
+        top_idx = np.argsort(-sims)
+    else:
+        part = np.argpartition(-sims, K)[:K]
+        top_idx = part[np.argsort(-sims[part])]
+
+    return [(ids_all[j], float(sims[j])) for j in top_idx[:K]]
+
+
+def insert_related(cur, tr_id: int, pairs):
+    clean = []
+    for rid, score in pairs:
+        if rid == tr_id:
+            continue
+        s = float(score)
+        if s <= 0:
+            continue
+        clean.append((tr_id, rid, s))
+
+    if not clean:
+        return
+
+    psycopg2.extras.execute_values(
+        cur,
+        """
+        INSERT INTO related_noticias (traduccion_id, related_traduccion_id, score)
+        VALUES %s
+        ON CONFLICT (traduccion_id, related_traduccion_id)
+        DO UPDATE SET score = EXCLUDED.score;
+        """,
+        clean,
+    )
+
+
+def build_for_ids(conn, target_ids: List[int]) -> int:
+    with conn.cursor() as cur:
+        ids_all, mat = fetch_all_embeddings(cur)
+
+    if not ids_all or mat is None:
+        return 0
+
+    pos = {tid: i for i, tid in enumerate(ids_all)}
+    processed = 0
+
+    with conn.cursor() as cur:
+        for tr_id in target_ids:
+            if tr_id not in pos:
+                continue
+            idx = pos[tr_id]
+            pairs = topk(idx, ids_all, mat, TOPK)
+            insert_related(cur, tr_id, pairs)
+            processed += 1
+
+        conn.commit()
+
+    return processed
+
+
+def main():
+    logging.info(
+        "Iniciando related_worker (EMB=%s TOPK=%s BATCH=%s MIN=%.3f WINDOW_H=%s)",
+        EMB_MODEL,
+        TOPK,
+        BATCH_IDS,
+        MIN_SCORE,
+        WINDOW_HOURS,
+    )
+
+    while True:
+        try:
+            with get_conn() as conn, conn.cursor() as cur:
+                todo = fetch_pending_ids(cur, BATCH_IDS)
+
+            if not todo:
+                time.sleep(SLEEP_IDLE)
+                continue
+
+            with get_conn() as conn:
+                done = build_for_ids(conn, todo)
+                logging.info("Relacionadas generadas/actualizadas para %d traducciones.", done)
+
+        except Exception:
+            logging.exception("Error en related_worker")
+            time.sleep(SLEEP_IDLE)
+
+
+if __name__ == "__main__":
+    main()
+
diff --git a/workers/topics_worker.py b/workers/topics_worker.py
new file mode 100644
index 0000000..ec399a6
--- /dev/null
+++ b/workers/topics_worker.py
@@ -0,0 +1,244 @@
+import os
+import time
+import logging
+import json
+import psycopg2
+from psycopg2.extras import execute_values
+
+# Logging
+logging.basicConfig(
+    level=logging.INFO,
+    format='[topics_worker] %(asctime)s %(levelname)s: %(message)s'
+)
+log = logging.getLogger(__name__)
+
+# Config
+DB_CONFIG = {
+    "host": os.environ.get("DB_HOST", "localhost"),
+    "port": int(os.environ.get("DB_PORT", 5432)),
+    "dbname": os.environ.get("DB_NAME", "rss"),
+    "user": os.environ.get("DB_USER", "rss"),
+    "password": os.environ.get("DB_PASS", "x"),
+}
+
+SLEEP_IDLE = 10
+BATCH_SIZE = 500
+
+def get_conn():
+    return psycopg2.connect(**DB_CONFIG)
+
+def load_topics(conn):
+    """
+    Load topics and heir keywords.
+    Returns list of dicts: [{'id': 1, 'weight': 5, 'keywords': ['foo', 'bar']}]
+    """
+    with conn.cursor() as cur:
+        cur.execute("SELECT id, weight, keywords FROM topics")
+        rows = cur.fetchall()
+    
+    topics = []
+    for r in rows:
+        tid, weight, kw_str = r
+        if not kw_str:
+            continue
+        # Keywords are comma separated based on insert script
+        kws = [k.strip().lower() for k in kw_str.split(",") if k.strip()]
+        topics.append({
+            "id": tid,
+            "weight": weight,
+            "keywords": kws
+        })
+    return topics
+
+
+def load_countries(conn):
+    """
+    Load countries.
+    Returns list: [{'id': 1, 'name': 'España', 'keywords': ['españa', 'madrid']}]
+    """
+    with conn.cursor() as cur:
+        cur.execute("SELECT id, nombre FROM paises")
+        rows = cur.fetchall()
+    
+    countries = []
+    # Hardcoded aliases for simplicity. A separate table would be better.
+    ALIASES = {
+        "Estados Unidos": ["eeuu", "ee.uu.", "usa", "estadounidense", "washington"],
+        "Rusia": ["ruso", "rusa", "moscú", "kremlin"],
+        "China": ["chino", "china", "pekin", "beijing"],
+        "Ucrania": ["ucraniano", "kiev", "kyiv"],
+        "Israel": ["israelí", "tel aviv", "jerusalén"],
+        "España": ["español", "madrid"],
+        "Reino Unido": ["uk", "londres", "británico"],
+        "Francia": ["francés", "parís"],
+        "Alemania": ["alemán", "berlín"],
+        "Palestina": ["palestino", "gaza", "cisjordania"],
+        "Irán": ["iraní", "teherán"],
+    }
+    
+    for r in rows:
+        cid, name = r
+        kws = [name.lower()]
+        if name in ALIASES:
+            kws.extend(ALIASES[name])
+        countries.append({"id": cid, "name": name, "keywords": kws})
+    return countries
+
+def process_batch(conn, topics, countries):
+    """
+    Fetch batch of processed=False news.
+    Match against topics AND countries.
+    Insert into news_topics.
+    Mark processed.
+    """
+    with conn.cursor() as cur:
+        # Fetch news
+        cur.execute("""
+            SELECT id, titulo, resumen 
+            FROM noticias 
+            WHERE topics_processed = FALSE 
+            ORDER BY fecha DESC 
+            LIMIT %s
+        """, (BATCH_SIZE,))
+        news_items = cur.fetchall()
+
+    if not news_items:
+        return 0
+
+    inserts = [] # (noticia_id, topic_id, score)
+    processed_ids = []
+    
+    # Batch updates for pais_id
+    country_updates = [] # (pais_id, noticia_id)
+
+    for item in news_items:
+        nid, titulo, resumen = item
+        text = (titulo or "") + " " + (resumen or "")
+        text_lower = text.lower()
+        
+        # 1. Match Topics
+        for topic in topics:
+            matched_count = 0
+            for kw in topic["keywords"]:
+                if kw in text_lower:
+                    matched_count += 1
+            
+            if matched_count > 0:
+                score = topic["weight"] * matched_count
+                inserts.append((nid, topic["id"], score))
+
+        # 2. Match Country (Find best match)
+        best_country = None
+        # Simple heuristic: First found? Or count matches?
+        # Let's count matches.
+        max_matches = 0
+        
+        for c in countries:
+            matches = 0
+            for kw in c["keywords"]:
+                # simple word matching. can be improved with regex word boundaries
+                if kw in text_lower:
+                    matches += 1
+            
+            if matches > max_matches:
+                max_matches = matches
+                best_country = c["id"]
+        
+        if best_country:
+            country_updates.append((best_country, nid))
+
+        processed_ids.append(nid)
+
+    with conn.cursor() as cur:
+        # Insert relations
+        if inserts:
+            execute_values(cur, """
+                INSERT INTO news_topics (noticia_id, topic_id, score)
+                VALUES %s
+                ON CONFLICT (noticia_id, topic_id) DO UPDATE SET score = EXCLUDED.score
+            """, inserts)
+        
+        # Update Countries
+        if country_updates:
+            execute_values(cur, """
+                UPDATE noticias AS n
+                SET pais_id = v.pais_id
+                FROM (VALUES %s) AS v(pais_id, noticia_id)
+                WHERE n.id = v.noticia_id
+            """, country_updates)
+        
+        # Mark processed
+        cur.execute("""
+            UPDATE noticias 
+            SET topics_processed = TRUE 
+            WHERE id = ANY(%s)
+        """, (processed_ids,))
+        
+    conn.commit()
+    return len(news_items)
+
+def initialize_schema(conn):
+    """
+    Ensure required tables and columns exist.
+    """
+    log.info("Checking/Initializing schema...")
+    with conn.cursor() as cur:
+        cur.execute("""
+            CREATE TABLE IF NOT EXISTS topics (
+                id SERIAL PRIMARY KEY,
+                slug VARCHAR(50) UNIQUE NOT NULL,
+                name VARCHAR(100) NOT NULL,
+                weight INTEGER DEFAULT 1,
+                keywords TEXT,
+                group_name VARCHAR(50)
+            );
+            CREATE TABLE IF NOT EXISTS news_topics (
+                noticia_id VARCHAR(32) REFERENCES noticias(id) ON DELETE CASCADE,
+                topic_id INTEGER REFERENCES topics(id) ON DELETE CASCADE,
+                score INTEGER DEFAULT 0,
+                created_at TIMESTAMP DEFAULT NOW(),
+                PRIMARY KEY (noticia_id, topic_id)
+            );
+            ALTER TABLE noticias ADD COLUMN IF NOT EXISTS topics_processed BOOLEAN DEFAULT FALSE;
+        """)
+        conn.commit()
+    log.info("Schema OK.")
+
+def main():
+    log.info("Starting topics_worker...")
+    
+    # Run migrations once at startup
+    try:
+        with get_conn() as conn:
+            initialize_schema(conn)
+    except Exception as e:
+        log.error(f"Error during schema initialization: {e}")
+        # We might want to exit here if the schema is crucial
+        # sys.exit(1)
+
+    while True:
+        try:
+            with get_conn() as conn:
+
+                topics = load_topics(conn)
+                if not topics:
+                    log.warning("No topics found in DB. Sleeping.")
+                    time.sleep(SLEEP_IDLE)
+                    continue
+                
+                # Load countries
+                countries = load_countries(conn)
+                
+                count = process_batch(conn, topics, countries)
+
+                if count < BATCH_SIZE:
+                     time.sleep(SLEEP_IDLE)
+                else:
+                    log.info(f"Processed {count} items.")
+                    
+        except Exception as e:
+            log.exception("Error in topics_worker")
+            time.sleep(SLEEP_IDLE)
+
+if __name__ == "__main__":
+    main()
diff --git a/workers/translation_worker.py b/workers/translation_worker.py
new file mode 100644
index 0000000..b9589ce
--- /dev/null
+++ b/workers/translation_worker.py
@@ -0,0 +1,599 @@
+import os
+import time
+import logging
+import re
+from typing import List, Optional
+
+import psycopg2
+import psycopg2.extras
+from psycopg2.extras import execute_values
+
+import ctranslate2
+from transformers import AutoTokenizer
+from langdetect import detect, DetectorFactory
+
+DetectorFactory.seed = 0
+
+logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s: %(message)s")
+LOG = logging.getLogger("translator")
+
+# =========================
+# DB CONFIG
+# =========================
+DB_CONFIG = {
+    "host": os.environ.get("DB_HOST", "localhost"),
+    "port": int(os.environ.get("DB_PORT", 5432)),
+    "dbname": os.environ.get("DB_NAME", "rss"),
+    "user": os.environ.get("DB_USER", "rss"),
+    "password": os.environ.get("DB_PASS", "x"),
+}
+
+# =========================
+# ENV HELPERS
+# =========================
+def _env_list(name: str, default="es"):
+    raw = os.environ.get(name)
+    if raw:
+        return [s.strip() for s in raw.split(",") if s.strip()]
+    return [default]
+
+def _env_int(name: str, default: int = 8):
+    v = os.environ.get(name)
+    try:
+        return int(v)
+    except Exception:
+        return default
+
+def _env_float(name: str, default: float = 5.0):
+    v = os.environ.get(name)
+    try:
+        return float(v)
+    except Exception:
+        return default
+
+def _env_str(name: str, default=None):
+    v = os.environ.get(name)
+    return v if v else default
+
+# =========================
+# CONFIG
+# =========================
+TARGET_LANGS = _env_list("TARGET_LANGS")  # por defecto ["es"]
+BATCH_SIZE = _env_int("TRANSLATOR_BATCH", 8)
+ENQUEUE_MAX = _env_int("ENQUEUE", 200)
+SLEEP_IDLE = _env_float("TRANSLATOR_SLEEP_IDLE", 5.0)
+
+# CTranslate2 Configuration
+CT2_MODEL_PATH = _env_str("CT2_MODEL_PATH", "./models/nllb-ct2")
+CT2_DEVICE = _env_str("CT2_DEVICE", "auto")  # auto, cpu, cuda
+CT2_COMPUTE_TYPE = _env_str("CT2_COMPUTE_TYPE", "auto")  # auto, int8, float16, int8_float16
+
+MAX_SRC_TOKENS = _env_int("MAX_SRC_TOKENS", 512)
+MAX_NEW_TOKENS_TITLE = _env_int("MAX_NEW_TOKENS_TITLE", 96)
+MAX_NEW_TOKENS_BODY = _env_int("MAX_NEW_TOKENS_BODY", 512)
+
+NUM_BEAMS_TITLE = _env_int("NUM_BEAMS_TITLE", 2)
+NUM_BEAMS_BODY = _env_int("NUM_BEAMS_BODY", 1)
+
+# HuggingFace model name (used for tokenizer)
+UNIVERSAL_MODEL = _env_str("UNIVERSAL_MODEL", "facebook/nllb-200-distilled-600M")
+IDENTITY_PAISES_ES = _env_int("IDENTITY_PAISES_ES", 58)
+
+BODY_CHARS_CHUNK = _env_int("BODY_CHARS_CHUNK", 900)
+
+# =========================
+# LANG MAP
+# =========================
+NLLB_LANG = {
+    "es": "spa_Latn", "en": "eng_Latn", "fr": "fra_Latn", "de": "deu_Latn",
+    "it": "ita_Latn", "pt": "por_Latn", "nl": "nld_Latn", "sv": "swe_Latn",
+    "da": "dan_Latn", "fi": "fin_Latn", "no": "nob_Latn",
+    "pl": "pol_Latn", "cs": "ces_Latn", "sk": "slk_Latn",
+    "sl": "slv_Latn", "hu": "hun_Latn", "ro": "ron_Latn",
+    "el": "ell_Grek", "ru": "rus_Cyrl", "uk": "ukr_Cyrl",
+    "tr": "tur_Latn", "ar": "arb_Arab", "fa": "pes_Arab",
+    "he": "heb_Hebr", "zh": "zho_Hans", "ja": "jpn_Jpan",
+    "ko": "kor_Hang", "vi": "vie_Latn",
+}
+
+def map_to_nllb(code: Optional[str]):
+    if not code:
+        return None
+    c = code.strip().lower()
+    return NLLB_LANG.get(c, f"{c}_Latn")
+
+def normalize_lang(code: Optional[str], default=None):
+    return (code or default).strip().lower() if code else default
+
+def _norm(s: str) -> str:
+    return re.sub(r"\W+", "", (s or "").lower()).strip()
+
+# =========================
+# DB
+# =========================
+def get_conn():
+    return psycopg2.connect(**DB_CONFIG)
+
+def ensure_indexes(conn):
+    with conn.cursor() as cur:
+        cur.execute("CREATE INDEX IF NOT EXISTS traducciones_lang_to_status_idx ON traducciones (lang_to, status);")
+        cur.execute("CREATE INDEX IF NOT EXISTS traducciones_status_idx ON traducciones (status);")
+    conn.commit()
+
+    pass # Moved to translation_ops.py
+
+    pass # Moved to translation_ops.py
+
+def fetch_pending_batch(conn, lang_to: str, batch: int):
+    """Fetch pending translations with row locking to support multiple workers."""
+    if batch <= 0:
+        return []
+    
+    # Use FOR UPDATE SKIP LOCKED to allow multiple workers
+    # Each worker will get different rows without conflicts
+    with conn.cursor(cursor_factory=psycopg2.extras.DictCursor) as cur:
+        cur.execute(
+            """
+            SELECT t.id AS tr_id, t.noticia_id, t.lang_from, t.lang_to,
+                   n.titulo, n.resumen
+            FROM traducciones t
+            JOIN noticias n ON n.id=t.noticia_id
+            WHERE t.lang_to=%s AND t.status='pending'
+            ORDER BY t.id
+            LIMIT %s
+            FOR UPDATE OF t SKIP LOCKED;
+            """,
+            (lang_to, batch),
+        )
+        rows = cur.fetchall()
+        
+        # Update status within the same transaction while rows are locked
+        if rows:
+            ids = [r["tr_id"] for r in rows]
+            cur.execute("UPDATE traducciones SET status='processing' WHERE id = ANY(%s)", (ids,))
+    
+    conn.commit()
+    return rows
+
+# =========================
+# LANGUAGE DETECTION
+# =========================
+def detect_lang(text1: str, text2: str):
+    txt = (text1 or "").strip() or (text2 or "").strip()
+    if not txt:
+        return None
+    try:
+        return detect(txt)
+    except Exception:
+        return None
+
+# =========================
+# MODEL LOADING (CTranslate2)
+# =========================
+_TOKENIZER = None
+_TRANSLATOR = None
+_DEVICE = None
+
+def _resolve_device():
+    if CT2_DEVICE == "cpu":
+        return "cpu"
+    if CT2_DEVICE == "cuda":
+        return "cuda"
+    # auto
+    return "cuda" if ctranslate2.get_cuda_device_count() > 0 else "cpu"
+
+def _ensure_ct2_model():
+    """Convert HuggingFace model to CTranslate2 format if not exists."""
+    import os
+    import subprocess
+    
+    model_dir = CT2_MODEL_PATH
+    
+    # Check if model already exists
+    if os.path.isdir(model_dir) and os.path.exists(os.path.join(model_dir, "model.bin")):
+        LOG.info("CTranslate2 model already exists at %s", model_dir)
+        return True
+    
+    LOG.info("CTranslate2 model not found, converting from %s...", UNIVERSAL_MODEL)
+    LOG.info("This may take 5-10 minutes on first run...")
+    
+    # Create directory if needed
+    os.makedirs(os.path.dirname(model_dir) or ".", exist_ok=True)
+    
+    # Convert the model
+    quantization = CT2_COMPUTE_TYPE if CT2_COMPUTE_TYPE != "auto" else "int8_float16"
+    
+    cmd = [
+        "ct2-transformers-converter",
+        "--model", UNIVERSAL_MODEL,
+        "--output_dir", model_dir,
+        "--quantization", quantization,
+        "--force"
+    ]
+    
+    try:
+        LOG.info("Running: %s", " ".join(cmd))
+        result = subprocess.run(cmd, capture_output=True, text=True, timeout=1800)
+        
+        if result.returncode != 0:
+            LOG.error("Model conversion failed: %s", result.stderr)
+            return False
+        
+        LOG.info("Model conversion completed successfully")
+        return True
+        
+    except subprocess.TimeoutExpired:
+        LOG.error("Model conversion timed out after 30 minutes")
+        return False
+    except Exception as e:
+        LOG.error("Model conversion error: %s", e)
+        return False
+
+def get_universal_components():
+    global _TOKENIZER, _TRANSLATOR, _DEVICE
+    if _TRANSLATOR:
+        return _TOKENIZER, _TRANSLATOR
+
+    # Ensure CT2 model exists (convert if needed)
+    if not _ensure_ct2_model():
+        raise RuntimeError(f"Failed to load/convert CTranslate2 model at {CT2_MODEL_PATH}")
+
+    device = _resolve_device()
+    
+    LOG.info("Loading CTranslate2 model from %s on %s", CT2_MODEL_PATH, device)
+    
+    _TRANSLATOR = ctranslate2.Translator(
+        CT2_MODEL_PATH,
+        device=device,
+        compute_type=CT2_COMPUTE_TYPE,
+    )
+    _TOKENIZER = AutoTokenizer.from_pretrained(UNIVERSAL_MODEL)
+    _DEVICE = device
+    
+    LOG.info("CTranslate2 model loaded successfully")
+    return _TOKENIZER, _TRANSLATOR
+
+# =========================
+# TRANSLATION (CTranslate2)
+# =========================
+def _safe_src_len(tokenizer):
+    max_len = getattr(tokenizer, "model_max_length", 1024) or 1024
+    if max_len > 100000:
+        max_len = 1024
+    return min(MAX_SRC_TOKENS, max_len - 16)
+
+def _translate_texts(src, tgt, texts, beams, max_new_tokens):
+    """Translate texts using CTranslate2."""
+    if not texts:
+        return []
+    
+    clean = [(t or "").strip() for t in texts]
+    if all(not t for t in clean):
+        return ["" for _ in clean]
+
+    tok, translator = get_universal_components()
+    src_code = map_to_nllb(src)
+    tgt_code = map_to_nllb(tgt)
+
+    # Set source language on tokenizer
+    try:
+        tok.src_lang = src_code
+    except Exception:
+        pass
+
+    safe_len = _safe_src_len(tok)
+    max_new = max(16, min(int(max_new_tokens), MAX_NEW_TOKENS_BODY))
+
+    # Tokenize: convert text to tokens
+    sources = []
+    for t in clean:
+        if t:
+            ids = tok.encode(t, truncation=True, max_length=safe_len)
+            tokens = tok.convert_ids_to_tokens(ids)
+            sources.append(tokens)
+        else:
+            sources.append([])
+
+    # Target language prefix for NLLB
+    target_prefix = [[tgt_code]] * len(sources)
+
+    # Translate with CTranslate2
+    start = time.time()
+    results = translator.translate_batch(
+        sources,
+        target_prefix=target_prefix,
+        beam_size=beams,
+        max_decoding_length=max_new,
+    )
+    dt = time.time() - start
+
+    # Decode results
+    translated = []
+    total_tokens = 0
+    for result, src_tokens in zip(results, sources):
+        if result.hypotheses:
+            # Skip the first token (language prefix)
+            tokens = result.hypotheses[0][1:]
+            total_tokens += len(tokens) + len(src_tokens)
+            text = tok.decode(tok.convert_tokens_to_ids(tokens))
+            translated.append(text.strip())
+        else:
+            translated.append("")
+
+    if total_tokens > 0:
+        LOG.info("  → tokens=%d tiempo=%.2fs velocidad=%d tok/s", 
+                 total_tokens, dt, int(total_tokens / dt) if dt > 0 else 0)
+
+    return translated
+
+def _split_body_into_chunks(text: str) -> List[str]:
+    text = (text or "").strip()
+    if len(text) <= BODY_CHARS_CHUNK:
+        return [text] if text else []
+
+    parts = re.split(r'(\n\n+|(?<=[\.\!\?؛؟。])\s+)', text)
+    chunks = []
+    current = ""
+
+    for part in parts:
+        if not part:
+            continue
+        if len(current) + len(part) <= BODY_CHARS_CHUNK:
+            current += part
+        else:
+            if current.strip():
+                chunks.append(current.strip())
+            current = part
+    if current.strip():
+        chunks.append(current.strip())
+
+    if not chunks:
+        return [text]
+    return chunks
+
+def translate_body_long(src: str, tgt: str, body: str) -> str:
+    body = (body or "").strip()
+    if not body:
+        return ""
+
+    chunks = _split_body_into_chunks(body)
+    if len(chunks) == 1:
+        translated = _translate_texts(src, tgt, [body], NUM_BEAMS_BODY, MAX_NEW_TOKENS_BODY)[0]
+        return translated.strip()
+
+    translated_chunks = []
+    for ch in chunks:
+        tr = _translate_texts(src, tgt, [ch], NUM_BEAMS_BODY, MAX_NEW_TOKENS_BODY)[0]
+        translated_chunks.append(tr.strip())
+    return "\n\n".join(c for c in translated_chunks if c)
+
+# =========================
+# BATCH PROCESS
+# =========================
+def process_batch(conn, rows):
+    todo = []
+    done = []
+    errors = []
+
+    for r in rows:
+        lang_to = normalize_lang(r["lang_to"], "es") or "es"
+        lang_from = (
+            normalize_lang(r["lang_from"])
+            or detect_lang(r["titulo"], r["resumen"])
+            or "en"
+        )
+
+        titulo = (r["titulo"] or "").strip()
+        resumen = (r["resumen"] or "").strip()
+
+        if map_to_nllb(lang_from) == map_to_nllb(lang_to):
+            done.append((titulo, resumen, lang_from, r["tr_id"]))
+        else:
+            todo.append({
+                "tr_id": r["tr_id"],
+                "lang_from": lang_from,
+                "lang_to": lang_to,
+                "titulo": titulo,
+                "resumen": resumen,
+            })
+
+    from collections import defaultdict
+    groups = defaultdict(list)
+    for item in todo:
+        key = (item["lang_from"], item["lang_to"])
+        groups[key].append(item)
+
+    for (lang_from, lang_to), items in groups.items():
+        LOG.info("Translating %s -> %s (%d items)", lang_from, lang_to, len(items))
+
+        titles = [i["titulo"] for i in items]
+
+        try:
+            tt = _translate_texts(
+                lang_from,
+                lang_to,
+                titles,
+                NUM_BEAMS_TITLE,
+                MAX_NEW_TOKENS_TITLE,
+            )
+
+            bodies_translated: List[str] = []
+            for i in items:
+                bodies_translated.append(
+                    translate_body_long(lang_from, lang_to, i["resumen"])
+                )
+
+            for i, ttr, btr in zip(items, tt, bodies_translated):
+                ttr = (ttr or "").strip()
+                btr = (btr or "").strip()
+
+                if not ttr or _norm(ttr) == _norm(i["titulo"]):
+                    ttr = i["titulo"]
+                if not btr or _norm(btr) == _norm(i["resumen"]):
+                    btr = i["resumen"]
+
+                # CLEANING: Remove <unk> tokens
+                if ttr:
+                    ttr = ttr.replace("<unk>", "").replace("  ", " ").strip()
+                if btr:
+                    btr = btr.replace("<unk>", "").replace("  ", " ").strip()
+
+                done.append((ttr, btr, lang_from, i["tr_id"]))
+
+        except Exception as e:
+            err = str(e)[:800]
+            LOG.exception("Error translating %s -> %s: %s", lang_from, lang_to, err)
+            for i in items:
+                errors.append((err, i["tr_id"]))
+
+    with conn.cursor() as cur:
+        if done:
+            execute_values(
+                cur,
+                """
+                UPDATE traducciones AS t
+                SET titulo_trad=v.titulo_trad,
+                    resumen_trad=v.resumen_trad,
+                    lang_from=COALESCE(t.lang_from, v.lang_from),
+                    status='done',
+                    error=NULL
+                FROM (VALUES %s) AS v(titulo_trad,resumen_trad,lang_from,id)
+                WHERE t.id=v.id;
+                """,
+                done,
+            )
+            
+            # --- NEW: Persist stats ---
+            # Insert a record for each translated item into translation_stats
+            # We need the language 'lang_to'. In this batch, lang_to is uniform for the group usually,
+            # but let's extract it from the 'done' items structure if we had it, or pass it down.
+            # In process_batch, we iterate groups. 
+            # 'done' list here is flattened from multiple groups? 
+            # process_batch logic:
+            # 1. 'done' checks map_to_nllb identity (already done?) -> these have lang_to from row?
+            # 2. 'groups' loop -> translates -> appends to 'done' with lang_from.
+            # 
+            # Wait, 'done' list doesn't have lang_to in the tuple: (titulo, resumen, lang_from, tr_id).
+            # We need to change the 'done' collection to include lang_to OR we insert based on tr_id.
+            
+            # Let's verify process_batch logic.
+            # rows has all info.
+            # define a mapping tr_id -> lang_to
+            tr_map = {r["tr_id"]: r["lang_to"] for r in rows}
+            
+            stats_data = []
+            for item in done:
+                 # item is (titulo, resumen, lang_from, tr_id)
+                 lang_from = item[2]
+                 lang_to = tr_map.get(item[3], "es")
+                 stats_data.append((lang_from, lang_to))
+
+            execute_values(
+                cur,
+                "INSERT INTO translation_stats (lang_from, lang_to) VALUES %s",
+                stats_data
+            )
+            # --------------------------
+
+        if errors:
+            execute_values(
+                cur,
+                """
+                UPDATE traducciones AS t
+                SET status='error', error=v.error
+                FROM (VALUES %s) AS v(error,id)
+                WHERE t.id=v.id;
+                """,
+                errors,
+            )
+
+    conn.commit()
+
+def process_entity_summaries(conn):
+    """Translate pending entity summaries from Wikipedia."""
+    from cache import cache_del
+    
+    LOG.info("DEBUG: Checking for pending entity summaries...")
+    
+    with conn.cursor(cursor_factory=psycopg2.extras.DictCursor) as cur:
+        cur.execute("""
+            SELECT id, entity_name, summary, summary_en 
+            FROM entity_images 
+            WHERE status_es = 'pending' 
+            LIMIT 20
+            FOR UPDATE SKIP LOCKED;
+        """)
+        rows = cur.fetchall()
+        
+        if not rows:
+            return False
+            
+        LOG.info("DEBUG: Found %d pending entity summaries to process", len(rows))
+        
+        for r in rows:
+            entity_id = r["id"]
+            name = r["entity_name"]
+            text = r["summary_en"] or r["summary"]
+            
+            if not text:
+                cur.execute("UPDATE entity_images SET status_es = 'none' WHERE id = %s", (entity_id,))
+                continue
+                
+            try:
+                # English -> Spanish
+                translated = translate_body_long('en', 'es', text)
+                if translated:
+                    cur.execute("""
+                        UPDATE entity_images 
+                        SET summary_es = %s, status_es = 'done' 
+                        WHERE id = %s
+                    """, (translated, entity_id))
+                    # Invalidate cache
+                    cache_del(f"wiki:data:{name.lower()}")
+                    LOG.info("  → Translated entity summary: %s", name)
+                else:
+                     cur.execute("UPDATE entity_images SET status_es = 'error' WHERE id = %s", (entity_id,))
+            except Exception as e:
+                LOG.error("Error translating entity summary [%s]: %s", name, e)
+                cur.execute("UPDATE entity_images SET status_es = 'error' WHERE id = %s", (entity_id,))
+        
+        conn.commit()
+    return True
+
+# =========================
+# MAIN LOOP
+# =========================
+def main():
+    LOG.info("Translator worker iniciado (CTranslate2)")
+    os.environ.setdefault("TOKENIZERS_PARALLELISM", "false")
+    get_universal_components()
+
+    while True:
+        any_work = False
+        with get_conn() as conn:
+            ensure_indexes(conn)
+            
+            # 1. Process entity summaries (Wikipedia) -> REMOVED per user request
+            # Logic moved out to keep translator focused on news ONLY.
+            # try:
+            #     if process_entity_summaries(conn):
+            #         any_work = True
+            # except Exception as e:
+            #     LOG.error("Error in process_entity_summaries: %s", e)
+
+            # 2. Process news translations
+            for tgt in TARGET_LANGS:
+                while True:
+                    rows = fetch_pending_batch(conn, tgt, BATCH_SIZE)
+                    if not rows:
+                        break
+                    any_work = True
+                    LOG.info("[%s] %d elementos", tgt, len(rows))
+                    process_batch(conn, rows)
+
+        if not any_work:
+            time.sleep(SLEEP_IDLE)
+
+if __name__ == "__main__":
+    main()
+
diff --git a/workers/url_discovery_worker.py b/workers/url_discovery_worker.py
new file mode 100644
index 0000000..18f310b
--- /dev/null
+++ b/workers/url_discovery_worker.py
@@ -0,0 +1,471 @@
+"""
+URL Feed Discovery Worker
+This worker automatically discovers RSS feeds from URLs stored in fuentes_url table
+and creates entries in the feeds table (or feeds_pending for review).
+Runs every 15 minutes.
+"""
+
+import os
+import sys
+import time
+import logging
+from datetime import datetime
+from typing import List, Dict
+
+# Add parent directory to path to import modules
+sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+from db import get_conn
+from utils.feed_discovery import discover_feeds, get_feed_metadata
+from utils.feed_analysis import (
+    analyze_feed,
+    get_country_id_by_name,
+    get_category_id_by_name
+)
+
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+)
+logger = logging.getLogger(__name__)
+
+# Configuration
+CHECK_INTERVAL = int(os.getenv('URL_DISCOVERY_INTERVAL_MIN', '15')) * 60  # Default: 15 minutes
+BATCH_SIZE = int(os.getenv('URL_DISCOVERY_BATCH_SIZE', '10'))  # Process URLs in batches
+MAX_FEEDS_PER_URL = int(os.getenv('MAX_FEEDS_PER_URL', '5'))  # Max feeds to create per URL
+
+
+def get_pending_urls(limit: int = BATCH_SIZE) -> List[Dict]:
+    """
+    Get URLs that need to be processed.
+    Priority: never checked > failed checks > oldest successful checks
+    """
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("""
+                SELECT id, nombre, url, categoria_id, pais_id, idioma, last_status
+                FROM fuentes_url
+                WHERE active = TRUE
+                ORDER BY 
+                    CASE 
+                        WHEN last_check IS NULL THEN 1  -- Never checked (highest priority)
+                        WHEN last_status = 'error' THEN 2  -- Failed checks
+                        WHEN last_status = 'no_feeds' THEN 3  -- No feeds found
+                        ELSE 4  -- Successful checks (lowest priority)
+                    END,
+                    last_check ASC NULLS FIRST
+                LIMIT %s
+            """, (limit,))
+            
+            columns = [desc[0] for desc in cur.description]
+            return [dict(zip(columns, row)) for row in cur.fetchall()]
+
+
+def update_url_status(url_id: int, status: str, message: str = None, http_code: int = None):
+    """Update the status of a URL source"""
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("""
+                UPDATE fuentes_url
+                SET last_check = NOW(),
+                    last_status = %s,
+                    status_message = %s,
+                    last_http_code = %s
+                WHERE id = %s
+            """, (status, message, http_code, url_id))
+        conn.commit()
+
+
+def create_pending_feed(
+    fuente_url_id: int,
+    feed_url: str,
+    metadata: Dict,
+    analysis: Dict,
+    categoria_id: int = None,
+    pais_id: int = None,
+    idioma: str = None
+) -> bool:
+    """
+    Create a pending feed entry for manual review
+    """
+    try:
+        with get_conn() as conn:
+            # Get detected country ID
+            detected_country_id = None
+            if analysis.get('detected_country'):
+                detected_country_id = get_country_id_by_name(conn, analysis['detected_country'])
+            
+            # Get suggested category ID
+            suggested_categoria_id = None
+            if analysis.get('suggested_category'):
+                suggested_categoria_id = get_category_id_by_name(conn, analysis['suggested_category'])
+            
+            with conn.cursor() as cur:
+                cur.execute("""
+                   INSERT INTO feeds_pending (
+                        fuente_url_id, feed_url, feed_title, feed_description,
+                        feed_language, feed_type, entry_count,
+                        detected_country_id, suggested_categoria_id,
+                        categoria_id, pais_id, idioma, notes
+                    )
+                    VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s)
+                    ON CONFLICT (feed_url) DO UPDATE
+                        SET feed_title = EXCLUDED.feed_title,
+                            feed_description = EXCLUDED.feed_description,
+                            discovered_at = NOW()
+                    RETURNING id
+                """, (
+                    fuente_url_id,
+                    feed_url,
+                    metadata.get('title', 'Feed sin título'),
+                    metadata.get('description', '')[:500],
+                    analysis.get('language'),
+                    'rss',  # Default type
+                    metadata.get('entry_count', 0),
+                    detected_country_id,
+                    suggested_categoria_id,
+                    categoria_id,
+                    pais_id,
+                    idioma,
+                    analysis.get('analysis_notes', '')
+                ))
+                
+                result = cur.fetchone()
+                conn.commit()
+                
+                if result:
+                    logger.info(f"Created pending feed for review: {metadata.get('title')} ({feed_url})")
+                    return True
+                else:
+                    logger.debug(f"Pending feed updated: {feed_url}")
+                    return False
+                    
+    except Exception as e:
+        logger.error(f"Error creating pending feed {feed_url}: {e}")
+        return False
+
+
+def create_feed_from_metadata(
+    feed_url: str,
+    fuente_url_id: int = None,
+    categoria_id: int = None,
+    pais_id: int = None,
+    idioma: str = None,
+    auto_approve: bool = False,
+    context_title: str = None
+) -> Dict:
+    """
+    Create a feed entry from discovered feed URL with intelligent analysis.
+    
+    Returns:
+        {
+            'created': True/False,
+            'pending': True/False,
+            'status': 'created'/'pending'/'existing'/'error',
+            'message': 'Description'
+        }
+    """
+    result = {
+        'created': False,
+        'pending': False,
+        'status': 'error',
+        'message': ''
+    }
+    
+    try:
+        # Get feed metadata
+        metadata = get_feed_metadata(feed_url, timeout=10)
+        
+        if not metadata:
+            result['message'] = 'No se pudo obtener metadata del feed'
+            logger.warning(f"{result['message']}: {feed_url}")
+            return result
+        
+        # Add URL to metadata for analysis
+        metadata['url'] = feed_url
+        
+        # Use context title if provided, otherwise use metadata title
+        # This helps when feed XML title is generic (e.g. "RSS Feed") but site link had meaningful text
+        feed_title = context_title if context_title else metadata.get('title', 'Feed sin título')
+        # Update metadata for consistency in pending feeds AND analysis
+        metadata['title'] = feed_title
+        
+        # Perform intelligent analysis
+        analysis = analyze_feed(metadata)
+        
+        # Determine if we need manual review
+        needs_review = False
+        
+        # If parent URL has no category or country, we need review
+        if not categoria_id or not pais_id:
+            needs_review = True
+            logger.info(f"Feed needs review (missing categoria_id={categoria_id} or pais_id={pais_id})")
+        
+        # If auto_approve is disabled, we need review
+        if not auto_approve:
+            needs_review = True
+        
+        # Enhance metadata with analysis
+        if not idioma and analysis.get('language'):
+            idioma = analysis['language']
+        
+        # If needs review, create pending feed
+        if needs_review:
+            created_pending = create_pending_feed(
+                fuente_url_id=fuente_url_id,
+                feed_url=feed_url,
+                metadata=metadata,
+                analysis=analysis,
+                categoria_id=categoria_id,
+                pais_id=pais_id,
+                idioma=idioma
+            )
+            
+            result['pending'] = created_pending
+            result['status'] = 'pending'
+            result['message'] = f"Feed creado y pendiente de revisión (país: {analysis.get('detected_country', 'N/A')}, categoría sugerida: {analysis.get('suggested_category', 'N/A')})"
+            return result
+        
+        # Otherwise, create feed directly
+        nombre = feed_title
+        descripcion = metadata.get('description', '')
+        
+        with get_conn() as conn:
+            with conn.cursor() as cur:
+                cur.execute("""
+                    INSERT INTO feeds (nombre, descripcion, url, categoria_id, pais_id, idioma, fuente_url_id, activo)
+                    VALUES (%s, %s, %s, %s, %s, %s, %s, TRUE)
+                    ON CONFLICT (url) DO NOTHING
+                    RETURNING id
+                """, (
+                    nombre,
+                    descripcion[:500] if descripcion else None,
+                    feed_url,
+                    categoria_id,
+                    pais_id,
+                    idioma,
+                    fuente_url_id
+                ))
+                
+                feed_result = cur.fetchone()
+                conn.commit()
+                
+                if feed_result:
+                    logger.info(f"Created new feed: {nombre} ({feed_url})")
+                    result['created'] = True
+                    result['status'] = 'created'
+                    result['message'] = f"Feed creado exitosamente"
+                else:
+                    logger.debug(f"Feed already exists: {feed_url}")
+                    result['status'] = 'existing'
+                    result['message'] = 'El feed ya existe'
+                    
+    except Exception as e:
+        logger.error(f"Error creating feed from {feed_url}: {e}")
+        result['message'] = str(e)
+        result['status'] = 'error'
+    
+    return result
+
+
+def process_url_source(url_data: Dict) -> Dict:
+    """
+    Process a single URL source to discover and create feeds.
+    Returns statistics about the operation.
+    """
+    url_id = url_data['id']
+    source_url = url_data['url']
+    nombre = url_data['nombre']
+    categoria_id = url_data['categoria_id']
+    pais_id = url_data['pais_id']
+    idioma = url_data['idioma']
+    
+    logger.info(f"Processing URL source: {nombre} ({source_url})")
+    logger.info(f"  Parent metadata: categoria_id={categoria_id}, pais_id={pais_id}, idioma={idioma}")
+    
+    stats = {
+        'url_id': url_id,
+        'url': source_url,
+        'discovered': 0,
+        'created': 0,
+        'pending': 0,
+        'existing': 0,
+        'errors': 0,
+        'status': 'unknown'
+    }
+    
+    try:
+        # Discover feeds from URL
+        discovered = discover_feeds(source_url, timeout=15)
+        stats['discovered'] = len(discovered)
+        
+        if not discovered:
+            logger.warning(f"No feeds discovered from: {source_url}")
+            update_url_status(url_id, 'no_feeds', 'No se encontraron feeds RSS', 200)
+            stats['status'] = 'no_feeds'
+            return stats
+        
+        # Filter only valid feeds
+        valid_feeds = [f for f in discovered if f.get('valid', False)]
+        
+        if not valid_feeds:
+            logger.warning(f"No valid feeds found for: {source_url}")
+            update_url_status(url_id, 'no_valid_feeds', f'Se encontraron {len(discovered)} feeds pero ninguno válido')
+            stats['status'] = 'no_valid_feeds'
+            return stats
+        
+        # Limit number of feeds per URL
+        feeds_to_create = valid_feeds[:MAX_FEEDS_PER_URL]
+        
+        logger.info(f"Found {len(valid_feeds)} valid feeds, processing up to {len(feeds_to_create)}")
+        
+        # Determine if auto-approve (parent has category AND country)
+        auto_approve = bool(categoria_id and pais_id)
+        
+        if not auto_approve:
+            logger.info("→ Feeds will require manual review (parent lacks category or country)")
+        else:
+            logger.info("→ Feeds will be auto-approved (parent has complete metadata)")
+        
+        # Create feeds
+        for feed_info in feeds_to_create:
+            feed_url = feed_info['url']
+            
+            try:
+                result = create_feed_from_metadata(
+                    feed_url=feed_url,
+                    fuente_url_id=url_id,
+                    categoria_id=categoria_id,
+                    pais_id=pais_id,
+                    idioma=idioma,
+                    auto_approve=auto_approve,
+                    context_title=feed_info.get('context_label')
+                )
+                
+                if result['status'] == 'created':
+                    stats['created'] += 1
+                elif result['status'] == 'pending':
+                    stats['pending'] += 1
+                elif result['status'] == 'existing':
+                    stats['existing'] += 1
+                else:
+                    stats['errors'] += 1
+                    
+            except Exception as e:
+                logger.error(f"Error creating feed {feed_url}: {e}")
+                stats['errors'] += 1
+        
+        # Update URL status
+        if stats['created'] > 0 or stats['pending'] > 0:
+            parts = []
+            if stats['created'] > 0:
+                parts.append(f"{stats['created']} creados")
+            if stats['pending'] > 0:
+                parts.append(f"{stats['pending']} pendientes de revisión")
+            if stats['existing'] > 0:
+                parts.append(f"{stats['existing']} ya existían")
+            
+            message = ", ".join(parts)
+            update_url_status(url_id, 'success', message, 200)
+            stats['status'] = 'success'
+        elif stats['existing'] > 0:
+            message = f"Todos los {stats['existing']} feeds ya existían"
+            update_url_status(url_id, 'existing', message, 200)
+            stats['status'] = 'existing'
+        else:
+            message = f"No se pudieron procesar feeds ({stats['errors']} errores)"
+            update_url_status(url_id, 'error', message)
+            stats['status'] = 'error'
+        
+        logger.info(f"Processed {source_url}: {stats['created']} created, {stats['pending']} pending, {stats['existing']} existing, {stats['errors']} errors")
+        
+    except Exception as e:
+        logger.error(f"Error processing URL {source_url}: {e}")
+        update_url_status(url_id, 'error', str(e)[:200])
+        stats['status'] = 'error'
+        stats['errors'] += 1
+    
+    return stats
+
+
+def process_batch():
+    """Process a batch of URL sources"""
+    logger.info("=" * 80)
+    logger.info(f"Starting URL discovery batch - {datetime.now().isoformat()}")
+    
+    # Get pending URLs
+    urls = get_pending_urls(limit=BATCH_SIZE)
+    
+    if not urls:
+        logger.info("No pending URLs to process")
+        return
+    
+    logger.info(f"Processing {len(urls)} URL sources")
+    
+    # Process statistics
+    total_stats = {
+        'processed': 0,
+        'discovered': 0,
+        'created': 0,
+        'pending': 0,
+        'existing': 0,
+        'errors': 0
+    }
+    
+    # Process each URL
+    for url_data in urls:
+        stats = process_url_source(url_data)
+        
+        total_stats['processed'] += 1
+        total_stats['discovered'] += stats['discovered']
+        total_stats['created'] += stats['created']
+        total_stats['pending'] += stats['pending']
+        total_stats['existing'] += stats['existing']
+        total_stats['errors'] += stats['errors']
+        
+        # Small delay between URLs to avoid hammering servers
+        time.sleep(2)
+    
+    # Log summary
+    logger.info("-" * 80)
+    logger.info(f"Batch complete:")
+    logger.info(f"  - Processed: {total_stats['processed']} URLs")
+    logger.info(f"  - Discovered: {total_stats['discovered']} feeds")
+    logger.info(f"  - Created: {total_stats['created']} new feeds")
+    logger.info(f"  - Pending review: {total_stats['pending']} feeds")
+    logger.info(f"  - Already existing: {total_stats['existing']} feeds")
+    logger.info(f"  - Errors: {total_stats['errors']}")
+    logger.info("=" * 80)
+
+
+def main():
+    """Main worker loop"""
+    logger.info("URL Feed Discovery Worker started")
+    logger.info(f"Check interval: {CHECK_INTERVAL} seconds ({CHECK_INTERVAL // 60} minutes)")
+    logger.info(f"Batch size: {BATCH_SIZE}")
+    logger.info(f"Max feeds per URL: {MAX_FEEDS_PER_URL}")
+    
+    # Run immediately on start
+    try:
+        process_batch()
+    except Exception as e:
+        logger.error(f"Error in initial batch: {e}", exc_info=True)
+    
+    # Main loop
+    while True:
+        try:
+            logger.info(f"Waiting {CHECK_INTERVAL} seconds until next batch...")
+            time.sleep(CHECK_INTERVAL)
+            process_batch()
+            
+        except KeyboardInterrupt:
+            logger.info("Worker stopped by user")
+            break
+        except Exception as e:
+            logger.error(f"Error in main loop: {e}", exc_info=True)
+            # Wait a bit before retrying to avoid rapid failure loops
+            time.sleep(60)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/workers/url_worker.py b/workers/url_worker.py
new file mode 100644
index 0000000..6345402
--- /dev/null
+++ b/workers/url_worker.py
@@ -0,0 +1,125 @@
+import logging
+import hashlib
+from datetime import datetime
+from newspaper import Article, ArticleException, Config
+import requests
+from db import get_write_conn, get_read_conn
+
+# Configuration
+logger = logging.getLogger("url_worker")
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')
+
+def get_active_urls():
+    """Get all active URL sources."""
+    with get_read_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("""
+                SELECT id, nombre, url, categoria_id, pais_id, idioma
+                FROM fuentes_url 
+                WHERE active = true
+            """)
+            return cur.fetchall()
+
+def update_source_status(source_id, status, message, http_code=0):
+    """Update the status of a URL source."""
+    with get_write_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute("""
+                UPDATE fuentes_url 
+                SET last_check = NOW(),
+                    last_status = %s,
+                    status_message = %s,
+                    last_http_code = %s
+                WHERE id = %s
+            """, (status, message, http_code, source_id))
+        conn.commit()
+
+def save_article(source, article):
+    """Save the extracted article to the database."""
+    source_id, source_name, source_url, cat_id, pais_id, lang = source
+    
+    # Use the article url if possible, otherwise source_url
+    final_url = article.url or source_url
+    noticia_id = hashlib.md5(final_url.encode("utf-8")).hexdigest()
+    
+    with get_write_conn() as conn:
+        with conn.cursor() as cur:
+            # Check if exists
+            cur.execute("SELECT id FROM noticias WHERE id = %s", (noticia_id,))
+            if cur.fetchone():
+                return False # Already exists
+            
+            # Prepare data
+            title = article.title or "Sin título"
+            summary = article.summary or article.text[:500] 
+            image_url = article.top_image
+            pub_date = article.publish_date or datetime.utcnow()
+            
+            cur.execute("""
+                INSERT INTO noticias (
+                    id, titulo, resumen, url, fecha, imagen_url, 
+                    fuente_nombre, categoria_id, pais_id
+                ) VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s)
+                ON CONFLICT (id) DO NOTHING
+            """, (
+                noticia_id, title, summary, final_url, pub_date, image_url,
+                source_name, cat_id, pais_id
+            ))
+        conn.commit()
+    return True
+
+def process_url(source):
+    """Process a single URL source."""
+    source_id, name, url, _, _, _ = source
+    
+    logger.info(f"Processing URL: {url} ({name})")
+    
+    try:
+        # Browser-like headers
+        user_agent = 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'
+        config = Config()
+        config.browser_user_agent = user_agent
+        config.request_timeout = 30
+
+        article = Article(url, config=config, language='es')
+        article.download()
+        
+        if not article.html:
+             update_source_status(source_id, "ERROR", "No content downloaded (Empty HTML)", 0)
+             return
+
+        article.parse()
+        try:
+            article.nlp()
+        except:
+            pass 
+            
+        if not article.title:
+            update_source_status(source_id, "ERROR_PARSE", "Could not extract title (Page might be not an article)", 200)
+            return
+            
+        saved = save_article(source, article)
+        
+        status_msg = "News created successfully" if saved else "News already exists"
+        update_source_status(source_id, "OK", status_msg, 200)
+        logger.info(f"Success {url}: {status_msg}")
+
+    except ArticleException as ae:
+        logger.error(f"Newspaper Error {url}: {ae}")
+        update_source_status(source_id, "ERROR_DOWNLOAD", str(ae)[:200], 0)
+    except requests.exceptions.RequestException as re:
+        logger.error(f"Network Error {url}: {re}")
+        update_source_status(source_id, "ERROR_NETWORK", str(re)[:200], 0)
+    except Exception as e:
+        logger.error(f"Unexpected Error {url}: {e}")
+        update_source_status(source_id, "ERROR_UNKNOWN", str(e)[:200], 500)
+
+def main():
+    logger.info("Starting URL Worker")
+    urls = get_active_urls()
+    logger.info(f"Found {len(urls)} active URLs")
+    for source in urls:
+        process_url(source)
+
+if __name__ == "__main__":
+    main()
diff --git a/workers/url_worker_daemon.py b/workers/url_worker_daemon.py
new file mode 100644
index 0000000..4b03e43
--- /dev/null
+++ b/workers/url_worker_daemon.py
@@ -0,0 +1,31 @@
+import time
+import logging
+import sys
+from workers.url_worker import main as run_once
+
+# Configure logging
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
+    stream=sys.stdout
+)
+logger = logging.getLogger("url_worker_daemon")
+
+INTERVAL = 300  # 5 minutes
+
+def main():
+    logger.info("Starting URL Worker Daemon")
+    logger.info(f"Check interval: {INTERVAL} seconds")
+    
+    while True:
+        try:
+            logger.info("Running job cycle...")
+            run_once()
+            logger.info("Cycle completed.")
+        except Exception as e:
+            logger.exception(f"Error in job cycle: {e}")
+        
+        time.sleep(INTERVAL)
+
+if __name__ == "__main__":
+    main()