Harmony
An HS-code classifier that publishes its own error rate. Graded nightly on federal rulings it has never seen, it reads its misses over Phoenix MCP, patches itself — and ships only if the score rises.
Core trick
Nightly held-out evaluation gates self-patching: the classifier ships a revised version only if its score on unseen rulings rises.