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ADR-042 β€” Production audit loops and confidence recalibration

Status: Withdrawn by ADR-046 (2026-08-05)
Originally proposed: 2026-07-28

The proposed threshold-recalibration and hold/review control loops are not part of delivery. Confidence, risk, review verdicts, and audit samples may remain observability data, but they cannot mutate the user message, narrow tools, withhold a successful Hermes reply, or create a synthetic substitute.

Any future quality analytics must operate after delivery and outside the model-turn critical path. The original proposal remains available in Git history.