AI Engineering Checkpoint

Before deployment, demonstrate that the baseline, frozen evaluation set, provenance record, failure taxonomy, and risk register already exist. If any is missing, stop feature work and repair the evidence chain.

Defend one false-positive, one false-negative, one adversarial case, one latency outlier, and one case where the system must fall back or escalate to a human.