How-ToAI AgentsNovember 11, 2026

Talk: most of a SKILL.md file is stuff the model already knows

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Nikolay Petrov of Intel shows a method for auditing agent skill files: split a SKILL.md into small checkable claims, test the model with and without each line, and map what the skill actually teaches versus what the model already knows. He cites skills that are roughly 70% redundant.

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