# User Drift Report — 2026-08-24

**Recent window:** Last 14 days (253 msgs)
**Baseline:** Previous 90 days (4727 msgs)

## Detected Drifts

- **message_length**: Messages 80% longer (baseline: 1120 chars → recent: 2017)
- **new_focus**: New dominant topics: ai_ml, galera
- **declining_focus**: Topics fading from focus: gitops, ceph

## Signal Summary

| Metric | Baseline | Recent |
|---|---|---|
| Avg msg length | 1120 | 2017 |
| Frustration rate | 4.0% | 8.3% |
| Correction rate | 7.3% | 12.3% |
| Action-first | 1.8% | 2.0% |
| Top topics | ceph, proxmox, k8s | galera, proxmox, k8s |

## Recommendations

- Consider adding domain knowledge for new focus areas