爱吃青菜

🌈les👩‍❤️‍💋‍👩

[爱吃青菜 @adenkics111]

@nkllld @TaoTie_s 1

[爱吃青菜 @adenkics111]

@weiwu547845 @Chai071026 哈哈哈👍🏻

[爱吃青菜 @adenkics111]

@Kzenqm @Kelevanf8w9 哈哈哈，太搞笑了姐妹

[爱吃青菜 @adenkics111]

I’m looking to buy an account with a $200 ChatGPT Pro subscription. Could a kind lesbian in the US sell me one?

#ChatGPT #gpt #lesbian #les

[爱吃青菜 @adenkics111]

@xiaoyuboi 抽

[爱吃青菜 @adenkics111]

@naleyeolhC @x0395082895809 好会说

[爱吃青菜 @adenkics111]

胸小的人没有结节的烦恼

[elvis @omarsar0]

Impressive paper!

It's on one of the hardest tasks for coding agents today.

Of course, I am talking about kernel optimization. Coding agents are usually not so great at this.

Reasons: Unfamiliar low-level API, no room for a plausible-looking answer, and every candidate has to actually run and be faster.

Kernel Forge is an open-source agent harness that takes an unmodified PyTorch model in place and rewrites its CUDA kernels. It covers vision, diffusion, and LLM workloads.

Instead of a linear generate-and-fix chain, it runs Monte Carlo Tree Search over multiple optimization paths, with a GUI for monitoring progress, inspecting candidate kernels, and debugging failures.

On an NVIDIA DGX Spark with a GB10 GPU, at 50 optimization iterations per kernel, it optimized 14 kernels past their PyTorch baselines across four models.

It looks like the gain came from harness structure and in-place reintegration rather than a stronger model. That lesson repeats for any agent working against an API it was never trained on.

Paper: https://t.co/kJrLL9wx2B

Learn to build effective AI agents in our academy: https://t.co/1e8RZKs4uX

[爱吃青菜 @adenkics111]

@chang476104 是班主任吗

[爱吃青菜 @adenkics111]

@chang476104 服务早上9点多的太阳的服务员吗？一次还要服务一个班？

[爱吃青菜 @adenkics111]

@chang476104 什么工作现在就开始放假了？

[爱吃青菜 @adenkics111]

@Ravenke199 @TaoTie_s 确实，闽的夏天真的热

[爱吃青菜 @adenkics111]

@Iiigvgl @TaoTie_s 可惜我只玩塞尔达

[爱吃青菜 @adenkics111]

@fuge88888 去那个饕餮_S博主那里找

[爱吃青菜 @adenkics111]

@shanxh2 谢谢，你也很很不错

[爱吃青菜 @adenkics111]

@jingyiz95797450 一个半月减13斤，太厉害了

[爱吃青菜 @adenkics111]

@shanxh2 看对方喜欢什么，每个人喜欢的不一样

[爱吃青菜 @adenkics111]

最近的健身状态

[爱吃青菜 @adenkics111]

@xiogngp0231415 @DSM_BTC @grok 帮我分析managed money净多头占比大于等于+20%是什么意思