semantic-compress
bjcoombs/ai-native-toolkitMake an LLM-directed document smaller while preserving what it does. Two modes: a local span-level core->pointer pass, and an A/B-validated distill loop that…
Scores out of 100 · grade B+
2026-08-14Works
40% of the score100/100
- Loads cleanly: valid frontmatter, required fields present, no dangling references.
Maintained
25% of the score92/100
- no commits in the last 12 weeks
Adopted
20% of the score20/100
- 30 stars on the source repo.
Documented
15% of the score82/100
- 3,303 words with worked examples.
- Ships 7 bundled files.
Install
npx skills add bjcoombs/ai-native-toolkit/semantic-compressWhat it says it does
Make an LLM-directed document smaller while preserving what it does. Two modes: a local span-level core->pointer pass, and an A/B-validated distill loop that produces the smallest document that behaves the same as the original. Point at core knowledge the model already holds (a concept name activates it); keep project-specific detail explicit and verbatim. TRIGGER when asked to compress, tighten, shorten, or strip a prompt / instruction / system message meant for an LLM; to distill a skill; to compress a whole document; to make this smaller while preserving behaviour; to A/B test a compression or produce a behaviourally-equivalent compression; when an instruction set explains concepts the model already knows from training; or when reducing token cost of an LLM-directed prompt without losing meaning. Not for human-facing prose - that is /deslop.
Also in bjcoombs/ai-native-toolkit
| Artifact | Score | What the check found | Type | Reach | Last commit |
|---|---|---|---|---|---|
| ghsyncbjcoombs/ai-native-toolkit | clean | Skill | 30 stars | 20 days ago | |
| assess-layer-scorerbjcoombs/ai-native-toolkit | clean | Subagent | 30 stars | 20 days ago | |
| ab-equivalencebjcoombs/ai-native-toolkit | clean | Skill | 30 stars | 20 days ago | |
| huddlebjcoombs/ai-native-toolkit | clean | Skill | 30 stars | 20 days ago | |
| ghreportbjcoombs/ai-native-toolkit | clean | Skill | 30 stars | 20 days ago | |
| white-hatbjcoombs/ai-native-toolkit | clean | Subagent | 30 stars | 20 days ago |
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