𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁

ex-database kernel engineer @DatabendLabs and @OceanBaseDB

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@cyrilxuq 过期了...

[tonbo @tonboio]

Our chaos cluster caught a real OpenRaft bug this week. A node panicked while catching up via snapshot under network delay (tc netem), silently stalling two Raft groups.

Upstream confirmed and shipped a fix the same day. Thanks openraft community!

https://t.co/ncTAAmfqot

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@cyrilxuq 中途出了一部分就会这样，成本还可以是负的

[Xuanwo @OnlyXuanwo]

我希望 OpenDAL 有自己的官网很久了，终于有机会自己构建了一个，喜欢大家喜欢🥰

未来的规划是把各个语言的文档（而不仅仅是 rust）都完善一下，让更多朋友（和Agent) 可以更方便的把OpenDAL 用起来

https://t.co/ivYJFs81BW

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@OnlyXuanwo @tison1096 过于敏感，无法开源🤪

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

挑了个老板娘最好看的bar，对 @tison1096 进行了两小时轻度蒸馏，下次见🥳

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@caicancai51729 @tison1096 下次一起

[Kai @real_kai42]

"如果穿越时空，你带着 10w 港币，参与了 2026 年 5 月 29 日，智谱股票的交易，你只有 10 次买入和 10 次卖出的机会，你最多能赚多少"

kimi code plugins 有专业的数据库集成，甚至可以模拟炒股（）

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@repsiace @SuJinYan123 pingcap都要大裁员了…

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@yetone rust编译时间太长会打断心流，不知道你们有没有这方面的考量

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@flaneur2023 @IIInoki 她那个包是假的…

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@OnlyXuanwo OpenRaft

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

印证了一句话，如果股市能赚钱，你连开户的资格都没有

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@fuyufjh @OnlyXuanwo 穿这身热吗🤔

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

好文，排队论的思想，本质类似于银行叫号

[TennyZhuang @zty0826]

https://t.co/oELZcNMJwa

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@yetone 没对齐

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

@dongxi_nlp 扯淡，tailscale团队技术实力非常强，你套一个试试

[𝒜𝓇𝒾𝑒𝓈𝒟𝑒𝓋𝒾𝓁 @ariesdevil77]

服了…

[vLLM @vllm_project]

Thanks to the community report, we recently identified a PR https://t.co/QWboSmskkF that attempted to solve a non-existent issue and was submitted as part of a “PR training” workflow for resume building.

The contributor involved has been banned from the vLLM community.

This kind of low-signal contribution increases maintainer review overhead and creates unnecessary operational costs for open-source projects.

As AI coding agents make generating large volumes of small PRs increasingly cheap, open-source communities will need to explore new ways to preserve contribution quality and reviewer trust.

While we are investigating how to deal with AI slop, we continue to highly value contributions from real users solving real production problems.

If you have an important contribution that has not yet received maintainer attention, please email us at:

[email protected]

Using a verifiable company or university email, include:
- your production or research use case
- the problem you encountered
- how your contribution addresses it

This helps us better prioritize impactful contributions while keeping the vLLM community open and collaborative.

As AI makes virtual contributors look increasingly real, authentic human collaboration matters more than ever.

vLLM’s mission remains unchanged: to make LLM inference easy, fast, and cheap for everyone — and we will continue working toward that goal.

[Zhiqiang Shen @szq0214]

🎉🎉🎉 Excited to introduce our recent project FigMirror - a very interesting and useful tool with a simple workflow for making any paper-style figures.

- See a beautiful figure in a paper
- Screenshot it
- Add your own data
- Get a new Matplotlib figure with the same visual style

FigMirror learns the quiet details that make paper figures look polished:

- typography
- spacing
- line weight
- color restraint
- layout rhythm

The key mechanism is Grounded Measurement.

Computer-use AI can point to coordinates inside the reference figure. Code then inspects the pixels, colors, spacing, and layout around those points. This gives the system concrete visual evidence to iterate on.

Our FigMirror draws a candidate figure, compares it with the reference, keeps what works, and improves what still feels off.

Outputs:

- editable Matplotlib code
- camera-ready PDF

It works as both a local Web UI and a Codex / Claude Code skill.

Open source:
https://t.co/zCVM0aAyxp

Try it before your next deadline!