Month: November 2026

Most AI evaluation fails before bias or inconsistency even show up: the judge can’t perceive the dimension it’s scoring. And nothing in its output tells you which parts to trust.

When records have no shared ID, the model’s job is a narrow, typed decision, not a rewritten story. Let code join the keys, write the result and keep the evidence, then rejudge the case.

Readable agent logs only doubled as oversight while each step matched a human-sized idea. As agents think in dense code, that accident ends, and auditability has to be built on purpose.