# User Drift Report — 2026-08-13

**Recent window:** Last 14 days (3453 msgs)
**Baseline:** Previous 90 days (1973 msgs)

## Detected Drifts

- **message_length**: Messages 41% longer (baseline: 863 chars → recent: 1214)
- **new_focus**: New dominant topics: gitops
- **declining_focus**: Topics fading from focus: ai_ml

## Signal Summary

| Metric | Baseline | Recent |
|---|---|---|
| Avg msg length | 863 | 1214 |
| Frustration rate | 3.7% | 4.2% |
| Correction rate | 7.8% | 6.4% |
| Action-first | 0.9% | 2.2% |
| Top topics | ceph, proxmox, backup | ceph, proxmox, k8s |

## Recommendations

- Consider adding domain knowledge for new focus areas