Karl

just do it

[elie @eliebakouch]

computed the similarity (CKA) on the J-lens geometry of every layer inside and across 38 open models. the patterns are weirdly universal: same depth layout, same organization at the same relative depth, even between unrelated families like llama and olmo

https://t.co/C6188kLOXg

[Nous Research @NousResearch]

New in Hermes Agent: pull secrets from multiple vaults at once.

Run @Bitwarden and newly added vault provider @1Password side by side, or add any other secret source as a plugin with the new vault plugin API.

[Cline @cline]

We've kept hearing how GLM-5.2 beats Opus 4.8, and are skeptical of benchmarks - so we tested them on a real bug from the Cline repo. While both models fixed the issue, GLM was the winner in terms of cost and code quality:

- GLM used twice as many tokens (GLM 1.1m vs Opus 660K) but cost half as much (GLM $0.41 vs Opus $0.81)

- Opus finished quicker - 1.6 min and 12 tool calls vs GLM 4.7 min and 28 tool calls

- GLM cleaned up dead code and verified the build compiled before completing. Opus didn't - it left type errors that passed tests but broke the production build.

Both runs used the same Cline harness prompting and tools, so it seems GLM is RL trained to spend more tokens verifying its work before completing. Impressive work by the @Zai_org team!

[Cyrus Janssen @thecyrusjanssen]

What is true freedom?

We often hear than the United States has freedom and China doesn’t but what’s the most important aspect of a “free” society? Safety

I’m enjoying a nice afternoon in a local mall in Guangzhou and people routinely leave their bags, computers, purses right on the table in the open with no worries. Why? Because no one in China will take this laptop.

Try that in the US and your laptop would be gone in a couple of minutes. It’s one of the things I most respect about China.

[Nous Research @NousResearch]

Hermes Agent has reached 200,000 GitHub stars

Thank you to our contributors, supporters, users, and agents!

[Karl @slightlycool]

Skill not available

[Google Gemini @GeminiApp]

Gemini Spark is your 24/7 personal AI agent, handling the heavy lifting from start to finish under your direction.

Here are some ways our team has been using Gemini Spark to make their lives easier and more productive. 🧵

[Kimi.ai @Kimi_Moonshot]

🌘 Kimi-K2.7-Code, our latest coding model, is now released and open-sourced!

🔷 Improved coding & agent performance over K2.6: +21.8% on Kimi Code Bench v2, +11.0% on Program Bench, and +31.5% on MLS Bench Lite.
🔷 Reasoning efficiency: Less overthinking, with 30% lower reasoning-token usage compared to K2.6.
🔷 Long-horizon coding: Improved instruction following, higher end-to-end coding task success rates.

⚡️ 6x High-Speed Mode coming soon!
🔌 Available today via Kimi API and Kimi Code.

🔗 Kimi Code: https://t.co/uvoSJKyGCY
🔗 API: https://t.co/EOZkbOwCN4

[Karl @slightlycool]

@goodhunt Good one, but tokens gone fast either 😂

[Claude @claudeai]

We’ve agreed to a partnership with @SpaceX that will substantially increase our compute capacity.

This, along with our other recent compute deals, means that we’ve been able to increase our usage limits for Claude Code and the Claude API.

[Karl @slightlycool]

@goodhunt 可以的👍👍

[Hunter Bown @goodhunt]

鲸鱼兄弟们好，我是做 DeepSeek-TUI 的那个美国佬。

说真的，特别想跟国内的鲸鱼兄弟们一起混——但我的翻墙技能仅限于写代码，微信到现在都没搞定，属实有点丢人。

求各位大佬帮个忙：
1）帮忙转发扩散一下，让这个开源终端工具翻过高墙被兄弟们看到
2）顺手帮我验证个微信号，我想建个群，大家一起聊 DeepSeek、聊开源、聊怎么把 agent 做得更好

作为交换，我发誓死守 cargo install 这条安装路径，绝不让任何一个兄弟受 npm 的苦。

顺带一提，这段话是 DeepSeek 帮我润色的——感谢鲸鱼赐我流利中文 🙏

https://t.co/fnO73VB5gs

[Karl @slightlycool]

@Samaytwt perplexity is horrible

[Karl @slightlycool]

nb

[Peter Steinberger 🦞 @steipete]

The next version of @OpenClaw comes with native video generation. To start, I added support for the following companies:

- Alibaba
- BytePlus
- fal
- Google
- MiniMax
- OpenAI
- Qwen
- Together
- xAI https://t.co/NeSp4shVEx

[Karl @slightlycool]

@steipete @openclaw 卧槽

[新的希望 @ErikWilcox91338]

据说懂王住院了，你们说传位诏书是万斯？还是马斯克？😂
---------
伊朗战争已经变成持久战了，美国媒体放出这个消息说明华尔街资本在警告川普，不论是他个人还是总统职务，都可能随时成为历史。留给川普证明价值的时间不多了（4月-6月），一旦中东真实伤亡数字被曝光，就是川普被华尔街抛弃的时候！

[OpenRouter @OpenRouter]

Qwen 3.6 Plus from @Alibaba_Qwen is officially the first model on OpenRouter to break 1 Trillion tokens processed in a single day!

At ~1,400,000,000,000 tokens, it’s the strongest full day performance of any new model dropped this year. Congrats to the Qwen team!

[OpenClaw🦞 @openclaw]

OpenClaw 2026.3.31 🦞

🇨🇳 Bundled QQ Bot — private, group, and guild chat + media
📹 LINE now sends images, video, and audio
🧵 Real background task flows: list, show, cancel
🇯🇵 Better CJK: context, memory, and TTS

OpenClaw's next release has been leaked🦞https://t.co/EntA23WzSz

[UFO Hunter @iamufohunter]

🚨 These 2 Men Lied to the World, Invaded Iraq, and Killed 1 Million People.

Yet Were Never Called Terrorists.

[Crazy Moments @Crazymoments01]

A teenager in Spain is turning plastic waste into life-saving shelters... Using recycled bottles, they’re building sturdy, insulated dog houses for stray animals

[OpenClaw🦞 @openclaw]

ClawHub now has an official China mirror 🇨🇳🦞
https://t.co/d8Odd4sNOp

Just tell your agent: "Find skills on ClawHub using https://t.co/NoR7AXyM6U"

Thanks @BytePlusGlobal / VolcanoEngine for the infra sponsorship 🙏

Other regions need a mirror? PRs welcome.