Zero-Backend AI: Running Local Embeddings, BM25, and Hybrid RRF Search 100% in the Browser

Why pay monthly cloud bills for hosted vector databases when modern browsers can run quantized embeddings, an in-memory BM25 index, and reciprocal rank fusion locally? Here is the architecture, code, and trade-offs.