# ⚡ Model Registry Optimization (Fast Mode)

## Changes
- **Removed Llama 3.3 70B**: Deprecated due to stability issues in structured output (Ref: agno-agi/agno#4090).
- **Added Qwen 2.5 32B (`qwen-2.5-32b`)**: New default for Fast Mode. Chosen for its superior performance in JSON generation and logic reasoning at lower latency.
- **Added GPT-OSS 20B (`openai/gpt-oss-20b`)**: Lightweight alternative for ultra-fast data retrieval tasks.
-- update README.md

## Impact
- Improves "Fast Mode" stability for Tool Calling (Scout/Navigator).
- Reduces latency for intermediate reasoning steps.

app.py

@@ -584,7 +584,7 @@ class LifeFlowAI:
 def main():
     app = LifeFlowAI()
     demo = app.build_interface()
-    demo.launch(server_name="0.0.0.0", server_port=8080, share=True, show_error=True)
+    demo.launch(server_name="0.0.0.0", server_port=7860, share=True, show_error=True)
     #7860
 if __name__ == "__main__":
     main()