Core Trail Labs
Core Trail Kit
Reason
Confidence is not severity. It is the trust state of the current interpretation, and it should rise, fall, or stall in response to evidence quality, freshness, and contradiction pressure.
Page Focus
Confidence must move
Static trust labels hide operational change. Confidence evolution makes the safety posture legible.
Evidence quality matters
Fresh, corroborated, and well-scoped evidence strengthens trust; stale or weak evidence should not.
Confidence affects action
The product uses confidence not only to describe the story, but to constrain unsafe recommendations.
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