Move demo.load to end of blocks context for proper auto-run

app.py

@@ -320,11 +320,9 @@ with gr.Blocks(title="Predictive Agent | LSTM-Based RUL Prediction", theme=gr.th
                     """)
 
                 with gr.Column(scale=2):
-                    # Pre-compute demo result for instant display
-                    initial_plot, initial_report = run_demo("Degrading Turbine (Urgent)")
-                    demo_plot = gr.Plot(value=initial_plot, label="Health Trend Analysis")
+                    demo_plot = gr.Plot(label="Health Trend Analysis")
 
-            demo_report = gr.Markdown(value=initial_report, label="Maintenance Report")
+            demo_report = gr.Markdown(label="Maintenance Report")
 
             demo_btn.click(
                 fn=run_demo,
@@ -382,5 +380,12 @@ with gr.Blocks(title="Predictive Agent | LSTM-Based RUL Prediction", theme=gr.th
     [Portfolio](https://davidfernandez.dev) | [GitHub](https://github.com/davidfertube/predictive-agent)
     """)
 
+    # Auto-run demo on page load
+    demo.load(
+        fn=run_demo,
+        inputs=[demo_selector],
+        outputs=[demo_plot, demo_report]
+    )
+
 if __name__ == "__main__":
     demo.queue().launch()