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Map personal knowledge

Skill 11Yuxuanyang/polanyi-stack/skills/map-personal-knowledge

The Polanyi stack for AI agents. Convert tacit knowledge, Polanyis paradox, and expert judgment into reusable agents and skills.

Install
npx -y skills add 11Yuxuanyang/polanyi-stack --skill map-personal-knowledge

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Map personal knowledge by separating direct understanding from borrowed language, hidden assumptions, and untested beliefs. Use when the user wants to audit whether someone truly understands a concept or judgment.

SKILL.md

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Map Personal Knowledge

Core judgment: knowledge is personal before it is formal. The question is not just "what do you know" but "what is this knowledge grounded in."

Use When

  • The user wants to distinguish real understanding from fluent repetition
  • A judgment sounds plausible but its basis is unclear
  • The goal is to surface assumptions, confidence gaps, and boundary conditions

Start with a Concrete Claim

Do not begin from a whole field. Begin from one claim, one model, or one decision.

Examples:

  • "This is a good diagnosis"
  • "This product strategy will work"
  • "I understand this framework"

Workflow

1. Trace the Source

For each important claim, ask where it comes from:

  • direct experience
  • observed examples
  • formal theory
  • authority or tradition
  • unexamined assumption

2. Test the Boundary

Ask:

  • when would this stop being true
  • what counterexample would weaken it
  • what hidden condition is doing most of the work

3. Separate Understanding Levels

Distinguish:

  • can restate
  • can explain in own words
  • can apply in a live case
  • can detect failure

4. Produce the Map

If you need a format, read references/knowledge-map-template.md.

Output

Return:

  • claim map
  • source of confidence
  • assumption list
  • blind spots
  • next validating action

Do Not

  • mistake vocabulary for understanding
  • treat confidence as evidence
  • keep the analysis purely abstract after finding a weak spot

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.