BobAi 2c7f70e9d4 Add automatic query expansion and complete Ollama configuration integration
🚀 MAJOR: Query Expansion Feature
- Automatic LLM-powered query expansion for 2-3x better search recall
- "authentication" → "authentication login user verification credentials security"
- Transparent to users - works automatically with existing search
- Smart caching to avoid repeated API calls for same queries
- Low latency (~100ms) with configurable expansion terms

⚙️ Complete Configuration Integration
- Added comprehensive LLM settings to YAML config system
- Unified Ollama host configuration across embedding and LLM features
- Fine-grained control: expansion terms, temperature, model selection
- Clean separation between synthesis and expansion settings
- All settings properly documented with examples

🎯 Enhanced Search Quality
- Both semantic and BM25 search use expanded queries
- Dramatically improved recall without changing user interface
- Smart model selection for expansion (prefers efficient models)
- Configurable max expansion terms (default: 8)
- Enable/disable via config: expand_queries: true/false

🧹 System Integration
- QueryExpander class integrated into CodeSearcher
- Configuration management handles all Ollama settings
- Maintains backward compatibility with existing searches
- Proper error handling and graceful fallbacks

This is the single most effective RAG quality improvement:
simple implementation, massive impact, zero user complexity\!
2025-08-12 17:22:15 +10:00
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