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Multi-agent's quiet problem: token cost scales with agents × turns × tool calls. It compounds fast , and that's the bill that kills production rollouts. @MiniMax_AI is now a native adapter in @JackChen_me's open-multi-agent, so goal-driven agent teams stay affordable in production, not just in demos. 👇 github.com/open-multi-agent/…

Codex 终于支持手机上的 ChatGPT 远程控制了！ 可以自动同步你绑定的 Codex 设备上的所有对话，而且可以直接发送指令、审批权限、监控进度。 我写一下设置的教程： 1. 点击桌面端 Codex 客户端左侧的“设置 Codex 移动版”，点击后系统会引导你开始设置。 2. 如果你的 ChatGPT 没有设置多重因素验证（MFA），系统会弹出网页要求你设置。这里推荐使用 Google Authenticator（谷歌身份验证器）App，不要用手机短信。 3. 系统会要求你使用手机 ChatGPT 客户端扫码。如果你直接打开手机端 App，它通常会弹出授权请求，直接点击允许即可，不扫码也是可以的。 4. 绑定完成后即可开始使用。你会在手机 ChatGPT 上看到一个 Codex 侧边栏，进去后能看到当前绑定的桌面端设备的所有 Codex 对话。你可以点击进入任意对话并发送命令让它执行。 注意：目前仅支持 Mac 版 Codex，Windows 版本还在开发中。 OpenAI 在封号上没有 Anthropic 那么激进和傻逼，所以你可以放心用。

OpenCode x Qwen 3.6 Plus - free, again Last time y’all treated our capacity like an all-you-can-eat buffet. We found more GPUs. Round 2.

They reinvented the hearing aid by studying the human ear Normal hearing aid: $4700 Theirs: $20 Video

Codex 终于支持手机上的 ChatGPT 远程控制了！ 可以自动同步你绑定的 Codex 设备上的所有对话，而且可以直接发送指令、审批权限、监控进度。 我写一下设置的教程： 1. 点击桌面端 Codex 客户端左侧的“设置 Codex 移动版”，点击后系统会引导你开始设置。 2. 如果你的 ChatGPT 没有设置多重因素验证（MFA），系统会弹出网页要求你设置。这里推荐使用 Google Authenticator（谷歌身份验证器）App，不要用手机短信。 3. 系统会要求你使用手机 ChatGPT 客户端扫码。如果你直接打开手机端 App，它通常会弹出授权请求，直接点击允许即可，不扫码也是可以的。 4. 绑定完成后即可开始使用。你会在手机 ChatGPT 上看到一个 Codex 侧边栏，进去后能看到当前绑定的桌面端设备的所有 Codex 对话。你可以点击进入任意对话并发送命令让它执行。 注意：目前仅支持 Mac 版 Codex，Windows 版本还在开发中。 OpenAI 在封号上没有 Anthropic 那么激进和傻逼，所以你可以放心用。

I'm traveling the world for a bit, starting with China but then hopping around the globe, anywhere. Open to any adventure. No plans, only a backpack. Hoping to meet & get to know humans from all walks of life. The pic is from a long hike on the Great Wall. For me, as a fan of history, this was an epic experience. In China, first I'm visiting a few big cities & talking to engineers at the heart of China's AI revolution. After that, if feeling crazy enough, I'm hitchhiking (first time) across rural China for a few weeks. Hitchhiking because I think it's the best way to meet rural folks who I would otherwise never get the chance to meet. I hope to do the same in US and other places. I have a request, if you have a travel recommendation, fill out the form(s) below if you feel like it. Or share with folks who might have advice about such travel. Form 1 - travel recommendation: If you can, recommend to me an interesting place I should visit anywhere in the world. For this, fill out form 1. Not touristy stuff, but something off the beaten path, that tourists may not know about, but is legendary. It could be as remote as meeting a herder in the mountains who is a local legend. Asia, Middle East, Europe, India, South/North America, Africa, Australia, anywhere. In China, I'm hoping to visit maybe Heibei, Shanxi, Shaanxi, Gansu, Sichuan, Yunnan, etc, so recommendations for spots to visit are helpful. Form 2 - coffee: If you want to grab a coffee with me anywhere in the world, fill out form 2 (please don't use form 1 for that). Anyway, I hectically tossed stuff in backpack. Realizing I don't have a clear plan of any kind, which is probably the only way to do it. LFG. Love you all ❤️

I remember the days when a successful experiment was one that produced cool filters

支持，修改~/.codex/config.toml，添加[features]remote-control = true，然后终端运行codex remote-control，然后手机端就能看到了，好用😃。

POV: The SuperSport cameraman finds the main character 😭⚽ The funniest part about these viral stadium cams is how RANDOMLY iconic they feel. So I recreated a live Brazil vs England SuperSport-style broadcast moment using @PixVerse_ and the realism is honestly ridiculous🔥 One World. One Goal. Created with PixVerse. ⚽✨ #WEARE26 #PixVerseChallenge #FIFAWorldCup 📌Check the prompts below👇🏾 Video

x.com/i/article/205365581387…

MIT researchers have developed new artificial muscles called Electrofluidic Fiber Muscles for robots and wearable devices. These flexible muscles can be woven into fabric and work silently without bulky equipment. The system is lightweight, portable, and uses tiny fiber pumps smaller than 2 millimeters to generate powerful movement directly from electricity. Video

“software development is now a minimum wage job” - @GeoffreyHuntley nitter.net/agrimsingh/status/2055…

关于Claude 封号，如何申请美区退款！ 这件事，我给大家简单交代一下后续。 因为我当时订阅是用 Apple Gift Card 礼品卡充值的，所以它没有自动退费。 我订阅的是 Max 125 美金那一档。 我刚刚给苹果中国打了电话，具体操作流程如下： 1. 拨打 Apple Store 对应的 400 电话，客服会进行初步了解。 2. 提供你的 Apple ID。 3. 随后电话会转接到外区同事。虽然是外区，但讲普通话也没问题（我接通的是台湾同事，中文沟通很顺畅）。 客服会提供两种退款方式： 1. 到网页上自主申请退款。 2. 直接告诉客服，让他帮你手动退款。你只需要确认 Apple ID 和对应金额，他就会帮你提交申请。 退款一般会在 48 小时内原路退回。 如果大家有被封号且没有收到自动退款的，可以尝试这样操作。

Cooking up something new 🧑‍🍳 Join the waitlist for early access to technical preview of the GitHub Copilot app 👇 gh.io/github-copilot-app?utm… Video

Excited to have contributed to the spatial intelligence capabilities of SenseNova-U1, surpassing strong baselines such as Qwen3.5 on key benchmarks including VSI-Bench. We’re also thrilled to open-source SenseNova-SI-8M, which is currently the largest spatial QA dataset to date. See you at CVPR this June, happy to chat in person! SenseNova-SI-8M: huggingface.co/datasets/sens…

HOLY FUCKING SHIT OMG CLAUDE JUST CRACKED THIS SHIT, THANK YOU @AnthropicAI THANK YOU @DarioAmodei NAMING MY KID AFTER YOU 😍 blockchain.com/explorer/addr…

让一百个人爱上你的产品，好过让一百万个人“有点喜欢”你的产品。 创业以后，特别认可一句话叫“优秀是卓越的阻碍”。就是说，一个很“优秀”的人，一个很“优秀”的产品很难有动力去把事情做到最后一公里。真正做出好东西的founder，很少有履历一路坦途的985高学历大厂高管。 他们会因为“优秀”的退路太多走向平庸。 在@paulg 那里，这也是老生常谈的所谓“Do things that don't scale”. 做东西不能一开始就求快。 所以，我们思前想后，还是给bridge上了邀请码。因为我们真的想与第一波用户产生深度的联系，和早期的用户学习一下，有哪些事情是“只有bridge能做好”的。 Vibe working tool. 需要在早期有个好点的氛围。 本条推前一百个留言的人，我会送自带管饱token的 bridge 激活码

if you give me 20 minutes, i will change your mind. if programmers can build entire companies with the chatgpt interface, i can choose the right hotel.

An early beta of Grok Build, an agentic CLI for coding, building apps, and automating workflows is now available for SuperGrok Heavy subscribers. Through this early beta, we will improve the model and product based on your feedback. Try it at x.ai/cli

让一百个人爱上你的产品，好过让一百万个人“有点喜欢”你的产品。 创业以后，特别认可一句话叫“优秀是卓越的阻碍”。就是说，一个很“优秀”的人，一个很“优秀”的产品很难有动力去把事情做到最后一公里。真正做出好东西的founder，很少有履历一路坦途的985高学历大厂高管。 他们会因为“优秀”的退路太多走向平庸。 在@paulg 那里，这也是老生常谈的所谓“Do things that don't scale”. 做东西不能一开始就求快。 所以，我们思前想后，还是给bridge上了邀请码。因为我们真的想与第一波用户产生深度的联系，和早期的用户学习一下，有哪些事情是“只有bridge能做好”的。 Vibe working tool. 需要在早期有个好点的氛围。 本条推前一百个留言的人，我会送自带管饱token的 bridge 激活码

兄弟们，这个可以啊！赶紧装起来！ Kevin Lin，牛津大学博士后，前Meta和Microsoft研究员，刚刚把Violin这个开源视频翻译Skill放了出来。 视频已经是互联网绝对主流的内容形式。 可绝大多数高质量讲座、演讲、播客却被单一语言死死锁住，全球观众根本触达不到。 Violin把ASR、LLM翻译、TTS三者无缝串成一条流水线。 「输入一段视频，它就能自动完成语音识别、多语言翻译、自然语音合成。」 最实用的是两个功能： 你可以个性化翻译风格，把学术报告改成孩子也能听懂的版本； 还能直接和视频聊天，任何问题都基于视频内容给出答案。 它同时支持Web应用、CLI命令行和Agent Skill，全部MIT开源。 以后高质量内容不再只属于某一种语言，而是真正走向全球。 Demo、博客和GitHub都在原帖。 如果你在做内容、教育、跨语言传播，或者正在开发多模态Agent，这套Skill值得立刻去试。 你觉得AI下一步最该解决的，是内容创作，还是内容全球化？ 项目地址：github.com/shang-zhu/violin Video

🌟Introducing🎻Violin — an Open-source Video Translation Skill. 📹Video is the dominant medium on the internet, yet most high-quality content (lecture, talk, podcast) is locked behind a single language, leaving global audiences behind. So we built Violin: a video skill that combines speech recognition, LLM translation, and speech synthesis into one seamless pipeline. 🌐 Demo: violin-ai.com 📝 Blog: together.ai/blog/violin-open… 🔗 GitHub: github.com/shang-zhu/violin ✨Key Features: 🎙️High-quality multilingual ASR & Translation & TTS. 🗣️Personalize translation & voice (turn an academic talk into something children can follow). 💬Chat with the video — ask any questions grounded in the video. 🧩Support Web app, CLI, and Agent skill 🍃Fully open-source under MIT. ❤️Built with the wonderful @ShangZhu18 and advised by @james_y_zou ! All features powered by @togethercompute . Try it and let us know what you think! 🎻 Video

open-sourcing a 3D gen toolkit for Claude Code input image → environment, meshes, physics, lighting, & audio Video