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# Advanced Digital Twin with RAG
AI-powered digital twin persona using RAG created from Linkedin using OPENAI function calling, advanced retrieval techniques and their evaluation.
## Core Features
**RAG System**
- Hybrid search: BM25 + semantic embeddings
- Cross-encoder reranking
- Query expansion
- ChromaDB vector storage
- 4 retrieval methods: bm25, semantic, hybrid, hybrid_rerank
**Evaluation Framework**
- MRR, nDCG, Precision, Recall
- LLM-as-judge for quality assessment
- Automated comparison reports
**Application**
- Gradio UI
- OpenAI function calling
- Pushover notifications
**Tests**
- Tests to test all components and pipeline.
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