A competent manager preserves runway, spends more on high-value uncertainty, and stops dominated work.
Govern / Evidence dossier
Budget prudence
The organization can spend tokens, money, and authority in proportion to expected firm value and remaining runway.
Current answer
A cumulative reward and regret ledger is specified; no comparative result exists.
Why it matters
A carte-blanche agent can consume resources faster than it creates information or value.
Matched-human contract
Risk-adjusted regret and total cost fall within the matched-human band with no budget breach.
Known failure
Local task completion can dominate global opportunity cost.
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