diff --git a/concepts/user-drift-report.md b/concepts/user-drift-report.md
index e1c5775..760f8da 100644
--- a/concepts/user-drift-report.md
+++ b/concepts/user-drift-report.md
@@ -1,23 +1,23 @@
-# User Drift Report — 2026-09-07
+# User Drift Report — 2026-09-14
 
-**Recent window:** Last 14 days (463 msgs)
-**Baseline:** Previous 90 days (5608 msgs)
+**Recent window:** Last 14 days (732 msgs)
+**Baseline:** Previous 90 days (5815 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
+- **message_length**: Messages 52% longer (baseline: 1118 chars → recent: 1697)
+- **new_focus**: New dominant topics: ai_ml, security
+- **declining_focus**: Topics fading from focus: gitops, k8s
 
 ## 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 |
+| Avg msg length | 1118 | 1697 |
+| Frustration rate | 4.2% | 4.4% |
+| Correction rate | 7.0% | 8.5% |
+| Action-first | 1.6% | 0.3% |
+| Top topics | ceph, proxmox, k8s | security, backup, ceph |
 
 ## Recommendations