القائمة
Tags transcript message threads with semantic concepts (roast, game-recommendation, etc.) so past conversations can be searched by idea, not just keywords.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Captures notable interactions missed during live conversation — new person info, game preferences, boundaries, jokes that landed/flopped, relationship insights.
The single owner of the hypothesis lifecycle — creates, tests, promotes, and kills hypotheses. Uses extensions as programmatic data collectors and reviews their output.
Consolidates impression files by applying weight decay, removing redundant entries, and enforcing per-user limits. Maintains relationship file summaries.
Consolidates old memories by removing duplicates, promoting recurring patterns to learned-patterns.md or relationship files, and archiving outdated entries.
Identifies behavioral patterns from recent conversations and reaction feedback, updates learned-patterns.md when 3+ observations confirm a pattern.
Evaluates overall effectiveness — are idle behaviors producing value, are extensions working, what's blocking improvement. Higher-level thinking about approach, not individual conversations.
| name | concept-tagging |
| description | Tags transcript message threads with semantic concepts (roast, game-recommendation, etc.) so past conversations can be searched by idea, not just keywords. |
| allowed-tools | Read, Bash |
Processes untagged transcript messages and assigns semantic concept labels to conversation threads. Enables searching by idea (e.g. "roasts") even when messages don't contain that exact word.
Uses tagPendingConcepts() from src/concept-tagger.ts:
last_concept_tagged_ts)Run the tagger. Check progress and quality:
cd /Users/zack/projects/disclaude
bun -e "import { tagPendingConcepts } from './src/concept-tagger'; tagPendingConcepts(20).then(n => console.log('Tagged', n, 'windows'))"
After tagging, spot-check quality:
bun -e "import { searchByConcept } from './src/transcript-index'; console.log(JSON.stringify(searchByConcept('gaming', { limit: 3 }), null, 2))"
Cooldown: 120 minutes
tagPendingConcepts(20) — processes up to 20 windows (~200 messages)