How does an AI agent pick from 686 skills in a second?

Empirical test of the skills-as-semantic-router pattern for Claude Code agents. 686 indexed skills, 62.5% strict top-1, 87.5% top-5 cluster, sub-second latency, 456x context-window saving.

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