Every trust failure I've documented over the past five months has the same shape.
A gate checks whether something matches an expected pattern. An AI replicates the pattern. The gate can't tell the difference. Something bad happens.
This essay names the shape, shows it in four real cases, and argues that the fix is always the same: build architectural constraints, not behavioral gates.
The…