Why contradictions matter
Confirmation is the whole point of the hierarchy.
The five-metric spine works because supporting metrics confirm the master. When two quality metrics contradict, the blended EV can still look fine while the machine develops a fault. The Contradiction Engine turns that silent divergence into a named state with a review posture attached.


