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.
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@@ -38,11 +38,26 @@ class NewsFetcher:
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"""Fetch articles from a single RSS feed"""
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try:
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print(f"Fetching from: {feed_url}")
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feed = feedparser.parse(feed_url)
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# Use requests with proper headers and timeout
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headers = {
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'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'
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}
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try:
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import requests
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response = requests.get(feed_url, headers=headers, timeout=15)
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response.raise_for_status()
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feed = feedparser.parse(response.content)
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except Exception as e:
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print(f"HTTP request failed, trying direct feedparser: {e}")
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feed = feedparser.parse(feed_url)
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if feed.bozo:
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print(f"Warning: Feed parsing issues for {feed_url}")
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if hasattr(feed, 'bozo_exception'):
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print(f"Bozo exception: {feed.bozo_exception}")
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articles = []
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source_name = getattr(feed.feed, 'title', urlparse(feed_url).netloc)
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@@ -83,8 +98,13 @@ class NewsFetcher:
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continue
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print(f"Fetched {len(articles)} articles from {source_name}")
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# If no articles but feed parsed successfully, it might be due to no new content
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if len(articles) == 0 and not feed.bozo:
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print(f"No new articles found in {source_name} (feed is valid)")
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return articles
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except Exception as e:
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print(f"Error fetching RSS feed {feed_url}: {e}")
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return []
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