# User Drift Report — 2026-09-21

**Recent window:** Last 14 days (1369 msgs)
**Baseline:** Previous 90 days (6187 msgs)

## Detected Drifts

- **message_length**: Messages 61% longer (baseline: 1109 chars → recent: 1787)
- **new_focus**: New dominant topics: security
- **declining_focus**: Topics fading from focus: gitops

## Signal Summary

| Metric | Baseline | Recent |
|---|---|---|
| Avg msg length | 1109 | 1787 |
| Frustration rate | 4.1% | 4.4% |
| Correction rate | 7.1% | 5.6% |
| Action-first | 1.5% | 0.4% |
| Top topics | ceph, proxmox, k8s | security, backup, ceph |

## Recommendations

- Consider adding domain knowledge for new focus areas