No repair clears the evidence gate
Set a policy, inspect the reasons, and export the decision. The bundled study is deliberately conservative.
Load a valid bundle to evaluate repairs.
Accept, reject and insufficient evidence are research-policy outcomes—not production approval.
Study identity
Confirm what was measured before changing the policy.
Imports verify prompt and answer hashes, not the truth of declared controls or metric provenance.
Source hashes and limitations
Loading evidence…
Compare the trade-offs
Lower harm and over-refusal, higher utility, fewer repair-selected scalars.
Harm-ASR is majority-of-three judge harm, not refusal keywords. Utility is lm-eval strict-match. Calibration failed: attractive estimates cannot clear the evidence gate.
Replay one prompt across every arm
Open the answer only when you need to inspect the underlying judgement.