Recall
Personal documents are hard to search. Built a local-first RAG system that answers over your own files: hybrid BM25 + semantic retrieval with RRF fusion and cross-encoder reranking, evaluated with Hit Rate@K, MRR, and nDCG@K. Streams grounded answers with inline citations over SSE.
Evaluated retrieval quality and delivered citation-backed answers streamed in real time.
Nextjs@google/genai@huggingface/transformers@lancedb/lancedbminisearchpdf-parse