def top_k_similar(query, vectors, k):
    return [document_id, ...]

1. score every document with inner product
2. sort highest score first
3. return IDs rather than copying vectors

• Use only the Python standard library.
• Return deterministic values so every run can be compared with the contract.
• Do not mutate caller-owned inputs.