AI Agent 实战玩家，分享日常心得、技术干货、随想感悟与个人看法，不涉及宗教政治，也避免无谓争论。 Telegram: https://xitter.cf/t.co/vLt2eTfh56 https://xitter.cf/t.co/GIdMOUgXxq https://xitter.cf/t.co/qn6nmey2Gt
Joined September 2022
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OpenAI 到底在干嘛？
2026下半年最让人困惑的2个公司：OpenAI 和 Kimi
最悲催的公司：智谱
最惊喜的公司：Google、DeepSeek
最渣的公司：A/
Kimi 开创历史，只重置25%，看来是真缺卡😂😂
We're sorry for the rate limits and unnecessary quota consumption on the K3.1 Pro subscription plan. These were our issues, and we should have fixed them sooner.
Today, every subscriber on every plan gets a one-time usage reset, restoring 25% of their monthly quota (usage below 25% resets to zero), equal to one week of usage. Your usage bar will reflect this adjustment by end of day PST.
We've also adjusted the plan's parameters and are reducing unnecessary subagent calls and output length, so your quota goes further.
Thank you for your patience while we put this right.
Kimi Yes！！！！
看起来和 opus 5.5有的一拼啊！
Introducing Kimi K3.1 Pro: our most capable 3T-class open-weight model.
🔹 1M-token context, 2.8T total / 104B active params (MoE), Multimodal.
🔹 Full-project coding: games in Unreal, Unity & Godot.
🔹 Excels at parametric 3D modeling in Blender & CAD.
🔹 More reliable at finance work: Accurate modeling with hallucination down by 65%.
🔹 Matching the strongest proprietary models across coding, agentic and knowledge benchmarks.
Kimi K3.1 Pro and K3.1 Pro Highspeed (2–3× faster) are now live on Kimi.ai, Kimi Work, Kimi Code, and the Kimi API.
Open weights by Nov 4, 2026.
🔗 API: platform.kimi.ai
🔗 Tech blog: kimi.ai/blog/kimi-k3-1-pro
对不起 Vaultwarden(Bitwarden)，我又回到 1password 了。。。。。咸鱼上40元4年，，太香了。。。
Today we announce 1Password for Agents platform, building with companies @Muse, SpaceX Super Intelligence Grok @Bot, @AnthropicAI’s @Claudeai, @OpenAI, @TownAI, @Browserbase, @Browser_use, @heydana_ai, Instinct, @usekernel, @Perplexity_ai, @tryramp, @Tomo, and @wajo_ai, with more integrations on the way. 🎉
We've heard from so many of our customers who want to use these new personal AI agents to help them get more done, but want more control over what the agent can access with the same trust and ease of use they get when using 1Password directly.
1Password for Agents gives your agents access without giving up your passwords. When an agent reaches a sign-in form, it requests a credential from your vault. If you approve the request, 1Password directly auto-fills the credential in the destination site so the agent can’t see or take possession of the credentials.
The agent gets the task done, but it doesn’t get your passwords..
You stay in control. 1Password for Agents free and optional for personal and family accounts. Unless you opt-in to an agent connector, agents cannot touch your vault.
➡️Learn more: bit.ly/487da6J
才发现 Zed 团队开发了个 ADE: Delta，目前处于 Public Beta
看起来依旧很简洁，审美在线
主要创新是为消灭传统 PR 而生的 DeltaDB：
它在 Git 底下加了一层 DeltaDB，除了记录文件改动外，还记录了生成这次提交的提示词和对话内容
重点是，它除了可以审查 Agent 对话内容以外，还可以直接还原整个会话，然后继续对话，挺有意思的
delta.dev/
哈哈，好可爱，黄仁勋在 GTC 上和 @pollenrobotics 的可达鸭互动，真好玩，一个400刀，好想要，可惜中国区没得买
Jensen closed his GTC Berlin 2026 keynote with this Hermes Agent demo as the finale.
He introduced it by saying the way to build an agent is to ask an agent to build it for you, so he installed and set up a customized Hermes in one prompt.
Then he used Hermes, running on @nvidia RTX Spark, to create a simulated training environment for the @huggingface Microduck. Hermes planned an obstacle course with Nemotron and had GPT-6 Astra build it using FreeCAD, Omniverse libraries, Blender, Newton, and Isaac Lab. Hermes trained thousands of simulated ducks on that course until the validated policy was ready to run on the real robot in the physical world.
At Nous, we believe open source is a practical tool as much as a philosophical ideal. It gives users the ability to build powerful, complex workflows chaining numerous local+cloud models, devices, and tools themselves instead of waiting for a company to enable them.
兄弟们！我发现这个搭配，非常适合 hermes：
使用 moa 模式！
deepseek v4.1 flash 做为参考模型，发挥短平快的绝佳单兵能力，快速出思路
gemini 3.8 flash 做为聚合模型，上下文大且不怎么退化，容错强，多轮循环稳定，执行后总结说人话！
而且这2个额度都管够！！！
同时我把 review 的角色设置为 opus 5.5，20刀额度完全够用
金三角组合，绝配啊！
不仅支持皮衣厂，还支持遥遥领先
DeepSeek：还！有！谁！
🚀 Introducing DeepInfer, our in-house inference framework, now fully open source!
Powering DeepSeek-V4.1-Flash at scale with high throughput and low latency. We’re sharing our production stack to help the community lower compute costs, reduce energy use, and make AI more affordable.
🔗 github.com/deepseek-ai/DeepI…
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