skills/thinkies/calibrate-confidence/SKILL.md
Match certainty to evidence strength
npx skillsauth add synapseradio/ai-skills thinkies-calibrate-confidenceInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Follow these steps:
Target: $ARGUMENTS, else recent assertions in the current context.
State the certainty level in concrete terms, distinguishing components if it varies:
What does the confidence rest on?
Assess how much is evidence-backed versus assumption.
Definitive statements on limited data; uncertainty suppressed to sound authoritative; "obviously" / "clearly" without demonstration.
Good evidence discounted; hedging from habit rather than need; excessive qualification of well-supported claims.
What odds would you accept betting on this? What evidence would change the level? Does past track record suggest over- or underconfidence?
Express confidence in proportion to evidence. Distinguish personal ignorance from collective uncertainty. Show where certainty ends and speculation begins.
tools
Turn a problem inside out to reveal hidden structure
testing
Verify epistemic integrity by aligning claims with evidence
tools
Combine viewpoints into coherent whole
tools
Generate and filter ideas into vetted options