# User Drift Report — 2026-08-17

**Recent window:** Last 14 days (1995 msgs)
**Baseline:** Previous 90 days (2078 msgs)

## Detected Drifts

- **message_length**: Messages 62% longer (baseline: 870 chars → recent: 1408)
- **new_focus**: New dominant topics: galera
- **declining_focus**: Topics fading from focus: ai_ml

## Signal Summary

| Metric | Baseline | Recent |
|---|---|---|
| Avg msg length | 870 | 1408 |
| Frustration rate | 3.5% | 5.9% |
| Correction rate | 7.4% | 8.3% |
| Action-first | 0.8% | 3.8% |
| Top topics | ceph, proxmox, backup | ceph, proxmox, k8s |

## Recommendations

- Consider adding domain knowledge for new focus areas