diff --git a/python_ml/main.py b/python_ml/main.py
index 31b9eac..2254655 100644
--- a/python_ml/main.py
+++ b/python_ml/main.py
@@ -680,7 +680,16 @@ if __name__ == "__main__":
     import uvicorn
     
     # Prova a caricare modello esistente
-    ml_analyzer.load_model()
+    if USE_HYBRID_DETECTOR:
+        # Hybrid detector: già caricato all'inizializzazione (riga 69)
+        if ml_detector and ml_detector.is_trained:
+            print("[ML] ✓ Hybrid detector models loaded and ready")
+        else:
+            print("[ML] ⚠ Hybrid detector initialized but no models found (will train on-demand)")
+    else:
+        # Legacy analyzer
+        if ml_analyzer:
+            ml_analyzer.load_model()
     
     print("🚀 Starting IDS API on http://0.0.0.0:8000")
     print("📚 Docs available at http://0.0.0.0:8000/docs")