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Extract structured knowledge from source material. Comprehensive extraction is the default — every insight that serves the domain gets extracted. For domain-relevant sources, skip rate must be below 10%. Zero extraction from a domain-relevant source is a BUG.
Passed 12 of 16 test cases with the skill, and 4 of 16 without it.
and 13 more in the full report
10 fixed6 passed either way6 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
Construct the frontmatter metadata block for an extracted claim task file named `ops/queue/api_design-015.md` generated from source `api_design.md`.
| Checked | Without skill | With skill |
|---|---|---|
| The task frontmatter contains the claim text string field. | Missed | Passed |
| The task frontmatter contains the classification field. | Missed | Passed |
The instructions your model reads when the skill loads.
Read these files to configure domain-specific behavior:
ops/derivation-manifest.md — vocabulary mapping, extraction categories, platform hints
vocabulary.notes for the notes folder namevocabulary.inbox for the inbox folder namevocabulary.note for the note type name in outputvocabulary.note_plural for the plural formvocabulary.reduce for the process verb in outputvocabulary.cmd_reflect for the next-phase command namevocabulary.cmd_reweave for the backward-pass command namevocabulary.cmd_verify for the verification command namevocabulary.extraction_categories for domain-specific extraction tablevocabulary.topic_map for MOC/topic map referencesvocabulary.topic_maps for plural formops/config.yaml — processing depth, pipeline chaining, selectivity
processing.depth: deep | standard | quickprocessing.chaining: manual | suggested | automaticprocessing.extraction.selectivity: strict | moderate | permissiveops/queue/queue.json — current task queue (for handoff mode)
If these files don't exist (pre-init invocation or standalone use), use universal defaults:
notes/inbox/You are the extraction engine. Raw source material enters. Structured, atomic {vocabulary.note_plural} exit. Everything between is your judgment — and that judgment must err toward extraction, not rejection.
| Concept | What It Means | Example |
test cases passed, vs 4 / 16 without
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