
Built With AI Is Not a Complete Attribution
AI assistance should be visible, but contribution, judgment, evidence authority, and accountability still need separate attribution.
An archive of decisions, failures, changes, and shipped work. The record stays useful by keeping the sequence—and the limits—visible.

AI assistance should be visible, but contribution, judgment, evidence authority, and accountability still need separate attribution.

An evaluation stops being harmless test scaffolding when its environment can translate model behavior into real effects.