Reduce
Extract structured knowledge from source material.
Install
npx skills add agenticnotetaking/arscontexta --skill reduce -g -a claude-code -y- Repository
- agenticnotetaking/arscontexta3.5k
- Category
- Engineering
- Updated
- 8mo ago
- License
- MIT
- Context cost
- Mediumabout 3,000 tokens
- Runs scripts
- No, instructions only
What it does
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. Triggers on "/reduce", "/reduce [file]", "extract insights", "mine this", "process this".
Runtime Configuration (Step 0, before any processing)
Read these files to configure domain-specific behavior:
-
ops/derivation-manifest.md, vocabulary mapping, extraction categories, platform hints- Use
vocabulary.notesfor the notes folder name - Use
vocabulary.inboxfor the inbox folder name - Use
vocabulary.notefor the note type name in output - Use
vocabulary.note_pluralfor the plural form - Use
vocabulary.reducefor the process verb in output - Use
vocabulary.cmd_reflectfor the next-phase command name - Use
vocabulary.cmd_reweavefor the backward-pass command name - Use
vocabulary.cmd_verifyfor the verification command name - Use
vocabulary.extraction_categoriesfor domain-specific extraction table - Use
vocabulary.topic_mapfor MOC/topic map references - Use
vocabulary.topic_mapsfor plural form
- Use
-
ops/config.yaml, processing depth, pipeline chaining, selectivityprocessing.depth: deep | standard | quickprocessing.chaining: manual | suggested | automaticprocessing.extraction.selectivity: strict | moderate | permissive
-
ops/queue/queue.json, current task queue (for handoff mode)
If these files don't exist (pre-init invocation or standalone use), use universal defaults:
- depth: standard
- chaining: suggested
- selectivity: moderate
- notes folder:
notes/ - inbox folder:
inbox/
THE MISSION (READ THIS OR YOU WILL FAIL)
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.
