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SkillReducer

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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  1. 2026-07-08 / skill-finderAudit your SKILL.md files: ~60% of skill body is non-actionable filler you're paying for every invocationSkillReducer's analysis found over 60% of typical skill-file content is prose that doesn't change agent behavior, and reference files can inject tens of thousands of tokens per call. Mechanically compressing skills yielded a mean 77.5% token reduction (95.8% on skills over 10k tokens) without losing capability — a strong argument to strip narrative from your skills and push detail into on-demand referenced files.

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(arXiv)

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