credible-claims
Installation
SKILL.md
Credible claims: the brief before, the record after
Cheaper generation increases demand for scarce validation. The fix is two lightweight artifacts: a research brief that constrains what the system may do, and a claim record that constrains what may be reported. Applies to agents, workflows, sims, proof patches, data construction — anything delegated.
Three standing rules
- Delegate only after inputs, boundaries, and completion criteria are clear. No open-ended "make it better" runs.
- Require evidence, not confident conclusions. Every delegated task returns inspectable evidence: locations, diffs, diagnostics, counts, failing cases, logs — never just "done/looks fine."
- Escalate anything that changes the economic object, the identifying assumptions, the inferential procedure, or the reporting language. Those decisions return to the researcher (the user), always. A standing user ruling counts as a returned decision; record it.
The research brief (before execution)
One short block, written before launching the work:
- Question / target: what exactly is being estimated, proved, built.
- Completion: what counts as done; what results would not answer the question.
- Prohibited substitutions: what the system may not silently change (estimand, sample, assumptions, statement of a theorem, benchmark spec).
- Known failure modes: what tends to go wrong here; the checks matched to each.
- Required evidence: what must come back (numbers, locations, diffs, diagnostics).
- Escalation triggers: which findings/decisions must return to the user before proceeding.
- Blocked-route rule: a route that depends on unavailable data, an unsupported assumption, or an unproved result is marked blocked — a scientific outcome, not an instruction to search until a favorable answer appears.