Turn-Based Curator

Extract gems every N turns instead of waiting for daily curation.

Files

File	Purpose
`curator_turn_based.py`	Main script - checks turn count, extracts gems
`curator_cron.sh`	Cron wrapper to run every minute
`turn-curator.service`	Alternative systemd service (runs on-demand)

Usage

Manual Run

# Check current status
python3 curator_turn_based.py --status

# Preview what would be curated
python3 curator_turn_based.py --threshold 10 --dry-run

# Execute curation
python3 curator_turn_based.py --threshold 10 --execute

Automatic (Cron)

Add to crontab:

* * * * * /root/.openclaw/workspace/.projects/true-recall-v2/tr-continuous/curator_cron.sh

Or use systemd timer:

sudo cp turn-curator.service /etc/systemd/system/
sudo systemctl enable turn-curator.timer  # If you create a timer

Automatic (Integrated)

Alternative: Modify realtime_qdrant_watcher.py to trigger curation every 10 turns.

How It Works

Tracks turn count - Stores last curation turn in /tmp/curator_turn_state.json
Monitors delta - Compares current turn count vs last curation
Triggers at threshold - When 10+ new turns exist, runs curation
Extracts gems - Sends conversation to qwen3, gets gems
Stores results - Saves gems to gems_tr collection

State File

/tmp/curator_turn_state.json:

{
  "last_turn": 150,
  "last_curation": "2026-02-24T17:00:00Z"
}

Comparison with Daily Curator

Feature	Daily Curator	Turn-Based Curator
Schedule	2:45 AM daily	Every 10 turns (dynamic)
Time window	24 hours	Variable (depends on chat frequency)
Trigger	Cron	Turn threshold
Use case	Nightly batch	Real-time-ish extraction
Overlap	Low	Possible with daily curator

Recommendation

Use BOTH:

Turn-based: Every 10 turns for active conversations
Daily: 2:45 AM as backup/catch-all

They'll deduplicate automatically (same embeddings → skipped).

Testing

# Simulate 10 turns
for i in {1..10}; do
  echo "Test message $i" > /dev/null
done

# Check status
python3 curator_turn_based.py --status

# Run manually
python3 curator_turn_based.py --threshold 10 --execute

Status

✅ Script created: curator_turn_based.py
✅ Cron wrapper: curator_cron.sh
⏳ Deployment: Optional (manual or cron)
⏳ Testing: Pending

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