diff --git a/src/2024_fall.md b/src/2024_fall.md
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 - 💡 [OSDI'24] [ServerlessLLM: Low-Latency Serverless Inference for Large Language Models](https://www.usenix.org/system/files/osdi24-fu.pdf)
 - 🙎‍♂️ Mingxuan Liu **(NPU, Northwestern Polytechnical University)**
-- [📕 slides](./slides/241029-ServerlessLLM.pdf), [📺 video](https://www.bilibili.com/video/BV1VjSGYsEqp) 
+- [📕 slides](./slides/241029-ServerlessLLM.pdf), [📃 Q&A summary](https://zhuanlan.zhihu.com/p/4905218073), [📺 video](https://www.bilibili.com/video/BV1VjSGYsEqp) 
 
 ### 🔥 November 05
 
diff --git a/src/slides/241029-ServerlessLLM.pdf b/src/slides/241029-ServerlessLLM.pdf
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