What you need ============= You need only three inputs. 1. An embedding matrix in ``.npy`` format. 2. A query vector in ``.npy`` format with the same dimension. 3. Optional metadata in JSONL format if you want readable identifiers or exact-match filters. You do not need a heavy atlas bundle shipped inside the repository. That is intentionally excluded to keep the package small.