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 ## Useful Links
 - [Quantized models on Hugging Face](https://huggingface.co/collections/nvidia/model-optimizer-66aa84f7966b3150262481a4): A growing collection of quantized (e.g., FP8, FP4) and optimized LLMs, including [DeepSeek FP4](https://huggingface.co/nvidia/DeepSeek-R1-FP4), ready for fast inference with TensorRT-LLM.
 - [NVIDIA Dynamo](https://github.com/ai-dynamo/dynamo): A datacenter scale distributed inference serving framework that works seamlessly with TensorRT-LLM.
-- [AutoDeploy](./examples/auto_deploy/README.md): A prototype backend for TensorRT-LLM to simplify and accelerate the deployment of PyTorch models.
+- [AutoDeploy](https://nvidia.github.io/TensorRT-LLM/torch/auto_deploy/auto-deploy.html): A prototype backend for TensorRT-LLM to simplify and accelerate the deployment of PyTorch models.
 - [WeChat Discussion Group](https://github.com/NVIDIA/TensorRT-LLM/issues/5359): A real-time channel for TensorRT-LLM Q&A and news.