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+---
+title: "[bojemoi] fix(ml-threat): auto-train on synthetic data if models missing or corrupt"
+date: 2026-07-05T16:29:56+02:00
+draft: false
+tags: ["commit", "bojemoi", "main"]
+categories: ["Git Activity"]
+summary: "Commit 450d681 par grafana-watcher dans bojemoi"
+author: "grafana-watcher"
+---
+
+## Commit `450d681`
+
+| | |
+|---|---|
+| **Repository** | bojemoi |
+| **Branch** | `main` |
+| **Author** | grafana-watcher |
+| **Hash** | `450d6815fc155fbbcb6bd060feb965b7017ff531` |
+
+
+### Description
+
+Fallback at startup: if pkl absent or incompatible (sklearn version mismatch),
+import train.train_models() and retrain with 2000 synthetic samples before
+loading, so the service is always operational without manual intervention.
+
+Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
+
+### Files Changed
+
+```
+M	ml-threat/api.py
+```
+
+### Diff Summary
+
+```
+ ml-threat/api.py | 13 ++++++++++---
+ 1 file changed, 10 insertions(+), 3 deletions(-)
+```