concept-tagging

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

Concept Tagging

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.

How It Works

Uses tagPendingConcepts() from src/concept-tagger.ts:

1. Reads cursor from transcript index DB (last_concept_tagged_ts)
2. Fetches messages after cursor, groups by channel
3. Forms non-overlapping windows of 10 messages
4. Sends each window to Haiku for thread detection + concept tagging
5. Stores threads, concepts, and message links in SQLite
6. Advances cursor

What To Do

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))"

Idle Behavior

Cooldown: 120 minutes

1. Run tagPendingConcepts(20) — processes up to 20 windows (~200 messages)
2. Log how many windows were tagged
3. If 0 windows processed, nothing to do — skip