diff --git a/concepts/user-drift-report.md b/concepts/user-drift-report.md
index 1c2398a..3119301 100644
--- a/concepts/user-drift-report.md
+++ b/concepts/user-drift-report.md
@@ -1,23 +1,23 @@
-# User Drift Report — 2026-08-17
+# User Drift Report — 2026-08-24
 
-**Recent window:** Last 14 days (1995 msgs)
-**Baseline:** Previous 90 days (2078 msgs)
+**Recent window:** Last 14 days (253 msgs)
+**Baseline:** Previous 90 days (4727 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
+- **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 | 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 |
+| 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