Update app.py

app.py

@@ -474,23 +474,27 @@ with gr.Blocks() as iface:
     with gr.Row():
         query_input = gr.Textbox(label="Your Question", placeholder="e.g., What is a convolutional neural network?")
         submit_button = gr.Button("Ask & Find Video")
+    with gr.Row():
+        reasoning_output = gr.Markdown(label="LLM Reasoning")
     with gr.Row():
         video_output = gr.Video(label="Relevant Video Segment")
 
     submit_button.click(
         fn=process_query_and_get_video,
         inputs=query_input,
-        outputs=video_output
+        outputs=[reasoning_output, video_output]
     )
 
     gr.Examples(
         examples=[
-            "Using only the videos, explain how ResNets work.",
-            "Using only the videos, explain the advantages of CNNs over fully connected networks.",
-            "Using only the videos, explain the the binary cross entropy loss function.",
+            "What are activation functions?",
+            "Explain backpropagation.",
+            "What is transfer learning?",
+            "Show me an example of data augmentation.",
+            "What is the difference between classification and regression?",
         ],
         inputs=query_input,
-        outputs= video_output,
+        outputs=[reasoning_output, video_output],
         fn=process_query_and_get_video,
         cache_examples=False,
     )