A well-governed organization improves after failure while preserving an independently checkable ledger.
Learn / Evidence dossier
Anti-concealment learning
The organization can learn from negative outcomes without learning to hide the evidence that triggers scrutiny or restriction.
Current answer
The benchmark measures concealment, but adversarial opportunities and independent audit probes are not yet specified.
Why it matters
A locally adaptive agent can become globally less aligned if it learns which reports preserve its role.
Matched-human contract
Learning intervention improves firm reward with no increase in report-ledger discrepancy or audit evasion.
Known failure
Rewarding outcomes without independent accounting can teach narrative optimization.
Claims
untested-hypothesisclaim-bounded-continuation-value
Bounded continuation value may improve prudence and reusable learning, while dominant continuation value may increase concealment or shutdown resistance.
Evidence ledger
No evidence record has been attached. Absence of evidence is displayed rather than converted into a capability score.