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@@ -159,7 +159,7 @@ Set these environment variables before running `start_server.sh` or `serve.py`:
 
 ## Standalone Inference (No Server)
 
-> **Recommendation:** For the best performance, use the vLLM server described above. vLLM uses KV caching, CUDA graphs, and optimized kernels, making it **significantly faster** than HuggingFace-native inference. The script below is provided for quick testing and demos where spinning up a server is inconvenient.
+**Recommendation:** For the best performance, use the vLLM server described above. vLLM uses KV caching, CUDA graphs, and optimized kernels, making it **significantly faster** than HuggingFace-native inference. The script below is provided for quick testing and demos where spinning up a server is inconvenient.
 
 For quick testing without starting a vLLM server, use the HuggingFace-native inference script: