Replace FAISS index with portable numpy embeddings in pkl

Fix retrieval: bypass FAISS search() using numpy dot product

Fix FAISS search() for both old and new API versions

Fix FAISS search() API compatibility for newer versions

Add RAG pipeline: build_index.py, retrieval.py, and FAISS knowledge base