diff --git a/attached_assets/Pasted-netstat-tlnp-grep-8000-tcp-0-0-0-0-0-0-8000-0-0-0-0-LISTEN-1764092119907_1764092119907.txt b/attached_assets/Pasted-netstat-tlnp-grep-8000-tcp-0-0-0-0-0-0-8000-0-0-0-0-LISTEN-1764092119907_1764092119907.txt
new file mode 100644
index 0000000..0011385
--- /dev/null
+++ b/attached_assets/Pasted-netstat-tlnp-grep-8000-tcp-0-0-0-0-0-0-8000-0-0-0-0-LISTEN-1764092119907_1764092119907.txt
@@ -0,0 +1,82 @@
+netstat -tlnp | grep 8000
+tcp        0      0 0.0.0.0:8000            0.0.0.0:*               LISTEN      106309/python3.11
+(venv) [root@ids python_ml]# lsof -i :8000
+COMMAND      PID USER   FD   TYPE DEVICE SIZE/OFF NODE NAME
+python3.1 106309  ids    7u  IPv4 805799      0t0  TCP *:irdmi (LISTEN)
+(venv) [root@ids python_ml]# kill -9 106309
+(venv) [root@ids python_ml]# lsof -i :8000
+(venv) [root@ids python_ml]# pkill -9 -f "python.*8000"
+(venv) [root@ids python_ml]# pkill -9 -f "python.*main.py"
+(venv) [root@ids python_ml]# sudo systemctl restart ids-ml-backend
+Job for ids-ml-backend.service failed because the control process exited with error code.
+See "systemctl status ids-ml-backend.service" and "journalctl -xeu ids-ml-backend.service" for details.
+(venv) [root@ids python_ml]# sudo systemctl status ids-ml-backend
+× ids-ml-backend.service - IDS ML Backend (FastAPI)
+     Loaded: loaded (/etc/systemd/system/ids-ml-backend.service; enabled; preset: disabled)
+     Active: failed (Result: exit-code) since Tue 2025-11-25 18:31:08 CET; 3min 37s ago
+   Duration: 2.490s
+    Process: 108530 ExecStart=/opt/ids/python_ml/venv/bin/python3 main.py (code=exited, status=1/FAILURE)
+   Main PID: 108530 (code=exited, status=1/FAILURE)
+        CPU: 3.987s
+
+Nov 25 18:31:08 ids.alfacom.it systemd[1]: ids-ml-backend.service: Scheduled restart job, restart counter is at 5.
+Nov 25 18:31:08 ids.alfacom.it systemd[1]: Stopped IDS ML Backend (FastAPI).
+Nov 25 18:31:08 ids.alfacom.it systemd[1]: ids-ml-backend.service: Consumed 3.987s CPU time.
+Nov 25 18:31:08 ids.alfacom.it systemd[1]: ids-ml-backend.service: Start request repeated too quickly.
+Nov 25 18:31:08 ids.alfacom.it systemd[1]: ids-ml-backend.service: Failed with result 'exit-code'.
+Nov 25 18:31:08 ids.alfacom.it systemd[1]: Failed to start IDS ML Backend (FastAPI).
+Nov 25 18:34:35 ids.alfacom.it systemd[1]: ids-ml-backend.service: Start request repeated too quickly.
+Nov 25 18:34:35 ids.alfacom.it systemd[1]: ids-ml-backend.service: Failed with result 'exit-code'.
+Nov 25 18:34:35 ids.alfacom.it systemd[1]: Failed to start IDS ML Backend (FastAPI).
+(venv) [root@ids python_ml]# tail -n 50 /var/log/ids/ml_backend.log
+[HYBRID] Selected features: 18/25
+[HYBRID] Mode: Hybrid (IF + Ensemble)
+[ML] ✓ Hybrid detector models loaded and ready
+🚀 Starting IDS API on http://0.0.0.0:8000
+📚 Docs available at http://0.0.0.0:8000/docs
+INFO:     Started server process [108413]
+INFO:     Waiting for application startup.
+INFO:     Application startup complete.
+ERROR:    [Errno 98] error while attempting to bind on address ('0.0.0.0', 8000): address already in use
+INFO:     Waiting for application shutdown.
+INFO:     Application shutdown complete.
+[WARNING] Extended Isolation Forest not available, using standard IF
+[ML] Using Hybrid ML Detector (Extended Isolation Forest + Feature Selection)
+[HYBRID] Ensemble classifier loaded
+[HYBRID] Models loaded (version: latest)
+[HYBRID] Selected features: 18/25
+[HYBRID] Mode: Hybrid (IF + Ensemble)
+[ML] ✓ Hybrid detector models loaded and ready
+🚀 Starting IDS API on http://0.0.0.0:8000
+📚 Docs available at http://0.0.0.0:8000/docs
+INFO:     Started server process [108452]
+INFO:     Waiting for application startup.
+INFO:     Application startup complete.
+ERROR:    [Errno 98] error while attempting to bind on address ('0.0.0.0', 8000): address already in use
+INFO:     Waiting for application shutdown.
+INFO:     Application shutdown complete.
+[WARNING] Extended Isolation Forest not available, using standard IF
+[ML] Using Hybrid ML Detector (Extended Isolation Forest + Feature Selection)
+[HYBRID] Ensemble classifier loaded
+[HYBRID] Models loaded (version: latest)
+[HYBRID] Selected features: 18/25
+[HYBRID] Mode: Hybrid (IF + Ensemble)
+[ML] ✓ Hybrid detector models loaded and ready
+🚀 Starting IDS API on http://0.0.0.0:8000
+📚 Docs available at http://0.0.0.0:8000/docs
+INFO:     Started server process [108530]
+INFO:     Waiting for application startup.
+INFO:     Application startup complete.
+ERROR:    [Errno 98] error while attempting to bind on address ('0.0.0.0', 8000): address already in use
+INFO:     Waiting for application shutdown.
+INFO:     Application shutdown complete.
+[WARNING] Extended Isolation Forest not available, using standard IF
+[ML] Using Hybrid ML Detector (Extended Isolation Forest + Feature Selection)
+[HYBRID] Ensemble classifier loaded
+[HYBRID] Models loaded (version: latest)
+[HYBRID] Selected features: 18/25
+[HYBRID] Mode: Hybrid (IF + Ensemble)
+[ML] ✓ Hybrid detector models loaded and ready
+🚀 Starting IDS API on http://0.0.0.0:8000
+📚 Docs available at http://0.0.0.0:8000/docs
+(venv) [root@ids python_ml]#                                       
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