# User Drift Report — 2026-09-07

**Recent window:** Last 14 days (463 msgs)
**Baseline:** Previous 90 days (5608 msgs)

## Detected Drifts

- **message_length**: Messages 61% longer (baseline: 1088 chars → recent: 1749)
- **new_focus**: New dominant topics: security, ai_ml
- **declining_focus**: Topics fading from focus: proxmox, gitops

## Signal Summary

| Metric | Baseline | Recent |
|---|---|---|
| Avg msg length | 1088 | 1749 |
| Frustration rate | 4.0% | 7.8% |
| Correction rate | 6.9% | 11.2% |
| Action-first | 1.7% | 0.4% |
| Top topics | ceph, proxmox, k8s | security, backup, ai_ml |

## Recommendations

- Consider adding domain knowledge for new focus areas