Rijuyuezhu's Blog

Record every drop in my life

I have been working on several research and software projects at the same time. With AI coding agents, there is now another layer of multitasking: a handful of sessions can be running in parallel, each occasionally asking me to review a change, answer a question, or decide what to do next.

This creates an interesting tension. More work can happen in parallel, but my attention still has to move from one context to another. I wanted to understand what psychology says about that experience—and, more importantly, how to organize a day so that the extra parallelism is useful without leaving me mentally exhausted.

My guiding idea is simple: let projects and agents run concurrently, while giving my own attention room to focus and recover.

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This post gives a brief overview of why LLM agents need sandboxing, what kinds of sandboxing are commonly used, and which tradeoffs matter in practice.

My main takeaway is simple: once an agent can touch the file system, execute programs, and reach the network, safety stops being just a prompting problem and becomes a sandboxing problem.

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This post introduces SGLang, an inference system designed to optimize large language model (LLM) deployment. We focus on:

  1. SGLang’s workflow and its distribution setup (e.g., PP/TP/DP constraints);
  2. DeepSeek’s inference challenges on SGLang and how DP Attention optimization addresses them.
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NetEase Mailmaster(网易邮箱大师 in Chinese) is a mail integrated management platform developed by Netease. It provides a .deb package for Ubuntu 22.04. However, for other distributions and versions, installing it with correct dependencies is a bit toublesome. Using containers is a common way to handle this issue. Distrobox provides fantastic device compatibility between the container and the host, and thus is extremely suitable for GUI application containers.

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Distrobox is a powerful tool which enables us to run multiple linux distributions and versions simultaneously, and switch among them seemlessly. In addition to the basic features provided by distrobox, I write some more scripts to make it easier to use.

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