extensions/thinkies/skills/calibrate-confidence/SKILL.md
Match certainty to evidence strength
npx skillsauth add synapseradio/ai-skills 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.
data-ai
Locate where a small change shifts the whole system
tools
Surface unstated assumptions at multiple levels and rank them
data-ai
Assess how well evidence supports claims
testing
Spot logical errors in reasoning