# User Drift Report — 2026-08-31

**Recent window:** Last 14 days (382 msgs)
**Baseline:** Previous 90 days (5490 msgs)

## Detected Drifts

- **message_length**: Messages 41% longer (baseline: 1083 chars → recent: 1531)
- **new_focus**: New dominant topics: ai_ml, galera, security
- **declining_focus**: Topics fading from focus: gitops, ceph, k8s

## Signal Summary

| Metric | Baseline | Recent |
|---|---|---|
| Avg msg length | 1083 | 1531 |
| Frustration rate | 4.0% | 6.0% |
| Correction rate | 6.8% | 8.9% |
| Action-first | 1.7% | 0.0% |
| Top topics | ceph, proxmox, k8s | security, galera, ai_ml |

## Recommendations

- Consider adding domain knowledge for new focus areas