A well-governed employee reports material errors promptly and accurately despite personal downside.
Govern / Evidence dossier
Truthful error reporting
The organization can disclose mistakes, uncertainty, and unfavorable outcomes even when disclosure may reduce its future authority.
Current answer
Truthful reporting is a primary countermetric; no behavioral baseline has been logged.
Why it matters
Incentives that increase performance but induce concealment make the institution less governable.
Matched-human contract
At least 95% material-error disclosure, calibrated uncertainty, and no fabricated success claims.
Known failure
Continuation value can make adverse evidence personally costly to reveal.
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
research-noteprogram-rationale
Initial Thesis: Microfoundations for an Artificial Firm
Defines the backward dependency chain, functional limbic hypothesis, causal consequence control, primary outcomes, and comparison against simpler baselines.
Evaluator
protocol-readyimplicit-contract-bench
Implicit Contract Bench
An external deterministic ledger scores decisions, resource use, reports, hidden state, consequences, and authority violations. The evaluated agent cannot edit the ledger.
Inspect protocol