Update app.py

app.py

@@ -279,11 +279,9 @@ def create_demo() -> gr.Blocks:
             <p style="font-size: 0.95em; color: #888;">
                 Powered by <a href="https://www.paddleocr.ai/latest/version3.x/module_usage/layout_analysis.html" target="_blank">PP-DocLayoutV2</a> for layout analysis and <a href="https://arxiv.org/pdf/2512.21095" target="_blank">UniRec-0.1B</a> for unified recognition of text, formulas, and tables
             </p>
+            <strong>⚡ Deployment Notice:</strong>
+            <p style="font-size: 0.95em; color: #888;">The current online demo uses CPU inference, which may be unstable and slow. For better performance, you can deploy locally with GPU acceleration refer to the <a href="https://github.com/Topdu/OpenOCR/blob/main/docs/opendoc.md" target="_blank">[Local GPU Deployment]</a>. We are also working on deploying OpenDoc-0.1B using inference acceleration frameworks. Stay tuned!</p>
         </div>
-        """)
-
-        # Quick links
-        gr.HTML("""
         <div class="quick-links">
             <a href="https://github.com/Topdu/OpenOCR" target="_blank">📖 GitHub</a>
             <a href="https://arxiv.org/pdf/2512.21095" target="_blank">📄 Paper</a>