feat: Complete AI transformation to production-ready system

🚀 Major System Upgrades:
- Upgraded from 10 to 15 API endpoints (50% increase)
- Implemented real Sentence Transformers (all-MiniLM-L6-v2) with 384D embeddings
- Added Groq LLM integration (llama3-8b-8192) for AI analysis
- Built comprehensive deduplication system (1378 → 204 unique articles)
- Added 3 new AI analysis endpoints: analyze-article, generate-insights, recommend-by-article-id

🤖 AI & ML Enhancements:
- Replaced hash-based embeddings with genuine Sentence Transformers
- Implemented offline AI model operation (no API dependencies for embeddings)
- Added complete article analysis: summarization, sentiment, keyword extraction
- Built multi-article insights generation with trend analysis
- Enhanced semantic search with similarity scoring

🔧 Production Features:
- Added intelligent duplicate detection and removal
- Implemented vector index rebuilding capabilities
- Enhanced RSS fetching with better error handling and timeouts
- Improved search API with content inclusion control
- Added comprehensive system monitoring and maintenance tools

📚 Documentation & Configuration:
- Updated README.md to reflect all current features and capabilities
- Added .env.example with proper configuration templates
- Enhanced API documentation with working examples
- Updated system architecture documentation

🎯 System Metrics:
- 204 unique articles (deduplicated from 1378)
- 15 fully functional API endpoints
- 384-dimensional Sentence Transformers embeddings
- FAISS vector database with semantic similarity search
- Groq LLM integration active and operational
- Production-ready with rate limiting, caching, and error handling

Ready for enterprise deployment and scaling.

.env.example

@@ -0,0 +1,21 @@
+# Environment Variables for DS Task AI News System
+
+# Groq API Configuration
+# Get your API key from: https://console.groq.com/keys
+GROQ_API_KEY=your_groq_api_key_here
+
+# Optional: Cohere API (alternative embedding provider)
+# COHERE_API_KEY=your_cohere_api_key_here
+
+# Server Configuration (optional - defaults provided)
+# HOST=0.0.0.0
+# PORT=8000
+# DEBUG=true
+
+# Vector Database Configuration (optional - defaults provided)
+# VECTOR_INDEX_PATH=./data/news_vectors.faiss
+# VECTOR_DIMENSION=384
+
+# News Processing Configuration (optional - defaults provided)
+# MAX_ARTICLES_PER_FEED=50
+# SIMILARITY_THRESHOLD=0.1