Accuracy before polish
Classify. Verify.
Ask When Unsure.
HIGH CONFIDENCE
Clear room and level evidence
CROSS-CHECK
Match finishes and sequence
HUMAN DECIDES
Ambiguity stays visible
NO GUESSING