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Dev.to
Dev.to
7/19/2026
AI agent skills have two independent dimensions: content and control — most libraries neglect one

AI agent skills have two independent dimensions: content and control — most libraries neglect one

Original: Your AI Skills Have Two Dials. Most Ship With One Turned Off.

Short summary

AI skill libraries conflate two independent dimensions: content (domain knowledge packed into ordered steps) and control (evidence discipline enforced through gates). A skill can be strong on either dial alone, but failure occurs when nobody in the stack owns the missing dimension. Content without control produces plausible but unverified outputs; control without domain knowledge audits shallow results as cleanly as deep ones.

  • Skills carry two independent dials: content (domain knowledge) and control (evidence gates)
  • Failure starts when no skill in the stack owns the missing dial
  • Content-heavy skills without gates yield plausible but unverified answers; domain-neutral control cannot judge decision quality

Generated with AI, which can make mistakes.

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