fix: updated the description in the app and commented out the if main block.

app.py

@@ -13,7 +13,7 @@ nest_asyncio.apply()
 logger = get_logger(log_name="multiagent", log_dir=PROJECT_ROOT_DIR / "logs")
 
 PRIMARY_HEADING = """# ML Topics Deep Research"""
-SECONDARY_HEADING = """### This multi agent framework searches the web for relevant events, queries a DB containing arxiv ML research papers from Jan 2020 - Jun 6th 2025 for select categories, finds relevant content across different websites to answer the users query.
+SECONDARY_HEADING = """### This multi agent framework queries a DB containing arxiv ML research papers from Jan 2020 - Jun 6th 2025 for select categories, and finds events/conferences related to the user's query.
 
 For more details on the filtered arxiv ds refer [here](https://huggingface.co/datasets/Shamik/arxiv_cs_2020_07_2025)
 """
@@ -67,10 +67,11 @@ with gr.Blocks(fill_height=True) as demo:
     clear = gr.ClearButton(components=[msg, chatbot])
     msg.submit(fn=run, inputs=[msg, api_key, chatbot], outputs=[msg, chatbot])
 
-
-if __name__ == "__main__":
     demo.queue(max_size=1).launch(share=False)
 
+# if __name__ == "__main__":
+#     demo.queue(max_size=1).launch(share=False)
+
 
 # example queries
 # tell me about reinforcement learning in robotics