Update app.py

app.py

@@ -130,8 +130,8 @@ with gr.Blocks(title="MagicQuill V2") as demo:
     with gr.Row(elem_classes="row"):
         text = gr.Markdown(
         """
-        # Welcome to MagicQuill V2! Give us a [GitHub star] if you are interested. 
-        Click the [link] to view our demo and tutorial. The paper is on [ArXiv] now.
+        # Welcome to MagicQuill V2! Give us a [GitHub star](https://github.com/zliucz/magicquillv2) if you are interested. 
+        Click the [link](https://magicquill.art/v2) to view our demo and tutorial. The paper is on [ArXiv](https://arxiv.org/abs/2512.03046) now.
         """)
         
     with gr.Row():