credible-claims

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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

  1. Delegate only after inputs, boundaries, and completion criteria are clear. No open-ended "make it better" runs.
  2. Require evidence, not confident conclusions. Every delegated task returns inspectable evidence: locations, diffs, diagnostics, counts, failing cases, logs — never just "done/looks fine."
  3. 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.
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credible-claims — pedrohcgs/claude-code-my-workflow