refactor codebase by removing unused methods and properties from OcrCache, QwenParser, IngestionPipeline, and chat_ui modules. This cleanup enhances maintainability and reduces complexity.

implement Phase 4: Hybrid Retrieval, Reranker, and Grounded Chat

enhance AdaptiveRAG with Qdrant integration and chunking capabilities

add parser enhancements and caching for document conversion