fixed readme

README.md

@@ -1,5 +1,5 @@
 ---
-title: Octotools
+title: OctoTools
 emoji: 💻
 colorFrom: yellow
 colorTo: purple
@@ -9,4 +9,9 @@ app_file: app.py
 pinned: false
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+
+### Reference
+
+- https://www.gradio.app/guides/agents-and-tool-usage
+
+- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

@@ -7,6 +7,7 @@ import io
 import uuid
 from PIL import Image
 from typing import List, Dict, Any, Iterator
+
 import gradio as gr
 from gradio import ChatMessage
 
@@ -295,6 +296,7 @@ def main(args):
 
         # Link button click to function
         run_button.click(fn=solve_problem_gradio, inputs=[user_query, user_image, max_steps, max_time, api_key], outputs=chatbot_output)
+    # ========== Gradio Interface ==========
 
     # Launch the Gradio app
     demo.launch()