def transformer_residual(x, update):
    return x_plus_update

1. pair corresponding representation features
2. add the update to the residual stream
3. preserve vector width

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