The lesson, stated plainly

If you persist embeddings, you must persist the embedder. A vector index is It's an easy mistake because everything looks fine — the vectors are right The embedder now travels inside the single cartridge file — same one-file, same model the stored vectors were Result: "import any docs → your agent a