18 August 2026

Research shows agent skills work through procedure, not facts

  • Researchers measured how AI agents benefit from added skills, finding procedural anchoring (learning step-by-step processes) accounts for 65.7% of improvement versus 4.5% from factual knowledge.
  • Agent performance drops sharply when skill pools grow larger, suggesting breadth creates problems the current methods cannot solve.

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