turbovec is a Rust-backed vector index with Python bindings that implements Google's TurboQuant algorithm — compressing 31 GB of float32 embeddings down to 4 GB while beating FAISS on search speed. No training, no warmup, no drama. Here's why it matters for anyone building RAG pipelines.