# User Drift Report — 2026-09-14

**Recent window:** Last 14 days (732 msgs)
**Baseline:** Previous 90 days (5815 msgs)

## Detected Drifts

- **message_length**: Messages 52% longer (baseline: 1118 chars → recent: 1697)
- **new_focus**: New dominant topics: ai_ml, security
- **declining_focus**: Topics fading from focus: gitops, k8s

## Signal Summary

| Metric | Baseline | Recent |
|---|---|---|
| Avg msg length | 1118 | 1697 |
| Frustration rate | 4.2% | 4.4% |
| Correction rate | 7.0% | 8.5% |
| Action-first | 1.6% | 0.3% |
| Top topics | ceph, proxmox, k8s | security, backup, ceph |

## Recommendations

- Consider adding domain knowledge for new focus areas