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Tags transcript message threads with semantic concepts (roast, game-recommendation, etc.) so past conversations can be searched by idea, not just keywords.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
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by removing duplicates, promoting recurring patterns to learned-patterns.md or relationship files, and archiving outdated entries.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)