# User Drift Report — 2026-09-28

**Recent window:** Last 14 days (1884 msgs)
**Baseline:** Previous 90 days (6185 msgs)

## Detected Drifts

- **message_length**: Messages 98% longer (baseline: 1192 chars → recent: 2361)
- **new_focus**: New dominant topics: security
- **declining_focus**: Topics fading from focus: gitops

## Signal Summary

| Metric | Baseline | Recent |
|---|---|---|
| Avg msg length | 1192 | 2361 |
| Frustration rate | 4.2% | 6.6% |
| Correction rate | 7.1% | 8.8% |
| Action-first | 1.5% | 0.5% |
| Top topics | ceph, proxmox, k8s | security, backup, ceph |

## Recommendations

- Consider adding domain knowledge for new focus areas