过去24小时大模型研究员 X 动态：Qwen3.8 开放权重预告，Kimi K3 触及算力上限

先看重点

• 模型发布开始和服务容量正面相撞。 Qwen3.8 的官方预告把开放权重、2.4T 参数和多入口预览放在一起，但参数与能力描述仍是项目方自述。Kimi 的帖子则直接承认新订阅受算力约束，接下来按 Web/App/Work 与 coding 两类工作流拆分容量。
• Codex 的更新落在使用链路，而非又一个榜单。 Charlie Marsh 预告下一版 Codex TUI 会对流式 Markdown 做增量渲染，称大输出速度可提高数百倍；Vaibhav Srivastav 展示的 ChatGPT Work 已经把托管浏览器、邮件和日历串进代办流程。两者都是账号自述，原帖没有给出统一测试方法。34
• 训练与服务基础设施的细节比口号更有用。 ByteDance Seed 归类账号 Chayenne Zhao 写道，一段 38 分钟的多人会议在单张 H100 上用 49 秒完成带说话人区分和时间戳的转写，并把吞吐归因于 SGLang Omni ASR、OpenMOSS MOSS-TD serving、CUDA graphs、chunked prefill 和异步解码。这是个人发布的工程数据，不是独立基准。5

公司覆盖

按公司看

OpenAI：Codex 继续向可执行工作流下沉

Anthropic：Fable 之后，团队协作信号多于技术细节

Thinking Machines Lab：开放权重讨论延续，系统扩展经验更具体

Alibaba Qwen：Qwen3.8 先预览，开放权重随后到来

Moonshot/Kimi：K3 的需求约束开始进入产品设计

ByteDance Seed：一次 ASR 服务把模型接入成本说清楚

Google DeepMind、Meta AI、xAI 与其他低命中分类

人员动态

今日研究员 Spotlight

1. Chayenne Zhao，ByteDance Seed，Multi-Modal Inference / SGLang 与 ASR serving。 她的公开简介还写有 RadixArk founding member，研究兴趣落在多模态推理和服务系统。本窗口她用单张 H100 的会议转写案例解释 CUDA graphs、chunked prefill 与异步解码如何降低新模型接入成本。5
2. Charlie Marsh，OpenAI，Codex 与高性能开发工具。 他的简介同时列出 Ruff、uv、ty 等 Python 工具，当前更像连接模型产品与开发者基础设施的工程角色。本窗口他预告 Codex TUI 将加入流式 Markdown 增量渲染，关注点是大输出下的交互延迟。3
3. Jason Wolfe，OpenAI，alignment 与 Model Spec。 他负责的方向涉及模型行为边界和对齐规范。本窗口他转发关于 AI 影响需要更多人参与的观点，帖子谈的是研究公共语境，不是新的模型结果。23
4. Jeff Dean，Google DeepMind，Chief Scientist 与 Gemini lead。 他的研究管理范围横跨模型、系统与基础设施。本窗口他转发了 pod 作为高连接加速器集群称呼的讨论，提示大模型竞争仍然依赖集群级系统设计，而不是只看单卡指标。20
5. Shizhe Diao，Thinking Machines Lab，微调与后训练。 他的简介写明 MTS、Finetuning 与 LMFlow。本窗口他转发 ReOPD 对 on-policy 数据的讨论，核心提醒是训练分布和教师可靠性会同时造成 prefix shift，适合继续追论文原文而不是直接套用结论。15
6. Songlin Yang，Thinking Machines Lab，pretraining。 她持续关注预训练、开放研究和开放权重模型的生产方式。本窗口她转发了中国实验室的开放性讨论、美国实验室对开放研究活力的判断，也转发了 Qwen3.8 预告；这些是研究兴趣线索，不等于实验室正式路线。1724
7. Hanyu Xue，Thinking Machines Lab，研究员，开放权重与模型策略。 他的简介标注曾在 xAI。本窗口他先转发 Inkling 的 ARC-AGI 数据，后发文讨论中国模型能力提升后开放权重策略是否仍然必要，并明确把未来转向闭源写成未经证实的 rumor。14
8. Eric Zhang，Thinking Machines Lab，计算机系统与交互设计。 他此前是 Modal founding engineer，关注系统和软件体验。本窗口他描述一个从每秒 10 至 20 个请求起步、如今承受约 1000 倍负载的系统，重点是扩展过程中仍保留开发者体验。16
9. Sholto Douglas，Anthropic，Scaling RL。 他的简介把研究方向写得很明确，核心是强化学习扩展，并曾在 DeepMind 工作。本窗口只有一句「interesting + nice test」，没有披露实验对象或结果，反而提醒读者不要把短评补写成完整研究结论。10
10. Thariq，Anthropic，Claude Code。 他的工作方向在模型能力与代码工作流之间。本窗口他谈到 Fable 项目按时完成，强调 Anthropic 多个团队的协作和高强度投入；帖子没有给出模型指标，最近动态更适合从交付组织方式来读。11

新增帖完整索引

OpenAI

• 7 月 18 日 08:14，@reach_vb，原帖：“Most people overestimate what they can do in one year and underestimate what they can do in ten years.” 原帖
• 7 月 18 日 08:18，@gabrielchua，转发：RT @brianchew: what a wonderful saturday! folks showed up with ideas, built all afternoon, helped each other out, and left with some reall… 原帖
• 7 月 18 日 08:18，@gabrielchua，转发：RT @HowDevelop: Really loving the exclusive #BuildWeek Swag from @OpenAIDevs Was such a great experience to host the @OpenAI Build Week h… 原帖
• 7 月 18 日 08:52，@andrew_n_carr，原帖：I ported the TF sampler to torch and wrote a little optimizer to fit face params. It's pretty expressive!!! https://t.co/WqTkyXNCZN 原帖
• 7 月 18 日 08:56，@yong_zhengxin，原帖：first karpathy, now Dean :( (though I think their content are different - but the reaction they got and how they had to move their voice to private ch... 原帖
• 7 月 18 日 09:04，@jxnlco，转发：RT @omooretweets: ChatGPT Sites is severely underrated - it is THE breakthrough in bringing vibe coding to the masses I prompted 5.6 to ma… 原帖
• 7 月 18 日 09:15，@reach_vb，原帖：ChatGPT tip: chat can use a full-fledged managed browser for you, so you can ask it to look things up, and even get things done on your behalf. All wi... 原帖
• 7 月 18 日 09:28，@nickbaumann_，原帖：We can all have nice things https://t.co/bRcQgj9cYj 原帖
• 7 月 18 日 09:29，@nickbaumann_，转发：RT @reach_vb: ah yes the weekend, finally time to relax and use personal codex to build single use software and automate away the boring li… 原帖
• 7 月 18 日 09:48，@yong_zhengxin，转发：RT @boazbaraktcs: I get this reaction too and it is unfortunate. AI's impact is so significant that it is important to involve many people… 原帖
• 7 月 18 日 09:50，@nickbaumann_，转发：RT @MatthewBerman: Got this email within 1 minute of the reset. https://t.co/UBwegudVRl started as a joke and is now quite useful. https:/… 原帖
• 7 月 18 日 10:10，@reach_vb，原帖：Keep you and your clankers safe w/ UV_MALWARE_CHECK=1 Charlie and team are the heroes we don’t deserve but definitely need!! Thank you Charlie & t... 原帖
• 7 月 18 日 10:16，@w01fe，转发：RT @boazbaraktcs: I get this reaction too and it is unfortunate. AI's impact is so significant that it is important to involve many people… 原帖
• 7 月 18 日 10:35，@nickbaumann_，转发：RT @dkundel: Beginning with the launch last week, GPT-5.6 Sol will be included in all Plus, Pro, Business, and Enterprise plans, at regular… 原帖
• 7 月 18 日 10:56，@nickbaumann_，转发：RT @omooretweets: ChatGPT Sites is severely underrated - it is THE breakthrough in bringing vibe coding to the masses I prompted 5.6 to ma… 原帖
• 7 月 18 日 11:04，@jxnlco，转发：RT @andrewtorkbaker: 150,000 people bought IMAX tickets to see The Odyssey the first day they were on sale. I was not one of them. So I bu… 原帖
• 7 月 18 日 11:05，@jxnlco，原帖：Good use of tokens 原帖
• 7 月 18 日 11:20，@JuhanaPeltomaa，原帖：the protagonist https://t.co/z3VW0i4AXI 原帖
• 7 月 18 日 11:24，@jxnlco，转发：RT @MattHartman: After Venmo / Braintree were acquired by Paypal, they removed all the great apis from Venmo that let developers do interes… 原帖
• 7 月 18 日 11:32，@jxnlco，原帖：Missed my flight yestuday and now I’m 72H sitting beside a man eating a tuna sandwich as we sit on the tarmac for an extra hour. 原帖
• 7 月 18 日 11:54，@yong_zhengxin，转发：RT @yacineMTB: notice how they went from "they're 6 months behind the frontier" to "they're 6 months behind the unreleased frontier" 🤣🤣 原帖
• 7 月 18 日 11:55，@andrewho03，原帖：I can’t walk around dodging San Francisco without dodging human feces and you think Chinese scientists want to return to China because of their hukou? 原帖
• 7 月 18 日 11:56，@w01fe，转发：RT @tszzl: old news to many of you but this is a great meditation on the fragile world and the degree of abyss staring you are doing and wh… 原帖
• 7 月 18 日 12:07，@andrewho03，转发：RT @suchenzang: what frustrates me the most about the "ccp is blind" takes from people who have never experienced the ccp in any form is th… 原帖
• 7 月 18 日 12:13，@TheRohanVarma，原帖：I will accept your term sheet if you can get me tickets to see The Odyssey in 70mm 🙏🏾🫱🏼🫲🏾 原帖
• 7 月 18 日 12:23，@andrewho03，转发：RT @suchenzang: just existing as an insult to the europoors without a worry for agi authoritarian gods enjoying the fruits of labor and in… 原帖
• 7 月 18 日 12:38，@charliermarsh，原帖：Next Codex release gets incremental rendering for streamed Markdown in the TUI, hundreds of times faster for large outputs https://t.co/bbvDjkC0f9 原帖
• 7 月 18 日 13:03，@npew，转发：RT @emollick: Computer use with Codex is really impressive: "I've never used Blender, download and install it using your computer control a… 原帖
• 7 月 18 日 13:19，@JoanneShang，原帖：i think command + command (appshots in codex) has replaced command + k as my favorite shortcut 原帖
• 7 月 18 日 13:20，@thsottiaux，原帖：What are you building this weekend? 原帖
• 7 月 18 日 13:23，@andrew_n_carr，原帖：Gemini for google workspace enterprise vertex studio with advanced ultra pro account 原帖
• 7 月 18 日 13:23，@steipete，转发：RT @thingsdev14: @steipete https://t.co/MlTsNg0MkG 原帖
• 7 月 18 日 13:31，@ryanbrewer，转发：RT @kobex___: I lead Strategic Finance Foundations at @OpenAI, and I use Codex for everything. It all started with gaining leverage on our… 原帖
• 7 月 18 日 13:42，@BorisMPower，转发：RT @thsottiaux: GPT-5.6 Sol confirmed to be an extremely good model 原帖
• 7 月 18 日 13:42，@karinanguyen，转发：RT @bertgodel: Read the write up here and Karina's blog here: https://t.co/rgO5TXeNuW https://t.co/CrOuMciQWo 原帖
• 7 月 18 日 13:42，@steipete，转发：RT @davemorin: OpenClaw for Human Rights 原帖
• 7 月 18 日 13:50，@steipete，转发：RT @badlogicgames: one of these days i want peter to post something trueky absurd (this is not, iykyk) just to see the whole industry of AI… 原帖
• 7 月 18 日 14:04，@giffmana，转发：RT @suchenzang: i was wondering when someone would finally call out how icky it is to see professors continue riding coattails of their stu… 原帖
• 7 月 18 日 14:19，@sherwinwu，转发：RT @ChatGPTapp: Create something worth sharing with ChatGPT sites. Share your site with us for a chance to win a limited-edition swag box,… 原帖
• 7 月 18 日 15:28，@ryanbrewer，原帖：Kyle has done some pretty crazy things with codex and spreadsheets at OpenAI 原帖
• 7 月 18 日 15:43，@BorisMPower，原帖：Wow, such an exciting game - tune in! https://t.co/0ikRq1njmO 原帖
• 7 月 18 日 16:10，@ericmitchellai，原帖：/gooooooooooooooooooooooal 原帖
• 7 月 18 日 16:13，@jxnlco，转发：RT @thsottiaux: What are you building this weekend? 原帖
• 7 月 18 日 16:17，@jeremyli__，原帖：Moonshot cooked 原帖
• 7 月 18 日 16:17，@jeremyli__，转发：RT @andrewho03: https://t.co/v7RlDg1cTV 原帖
• 7 月 18 日 16:20，@jxnlco，转发：RT @mitchellh: Doing stuff like this in the background lets me maximize my productive time when I actually have time to sit at a computer (… 原帖
• 7 月 18 日 16:23，@andrewho03，原帖：Interestingly, GeneBench-Pro results seem to be highly correlated with prinzbench results. 原帖
• 7 月 18 日 16:23，@BorisMPower，原帖：Such an incredibly fun game, I wish it were the finals https://t.co/2oxREuCVbR 原帖
• 7 月 18 日 16:30，@ryanbrewer，转发：RT @jakeottiger: i scraped 10,000 codex posts, mapped their locations, and made them all searchable https://t.co/LurqL0IP2l in japan, a t… 原帖
• 7 月 18 日 16:36，@thsottiaux，原帖：How can we make ChatGPT better. It’s already on your phone, but what do you wish would happen more or less of when you open the app. How can it bring ... 原帖
• 7 月 18 日 16:40，@aidan_mclau，转发：RT @26thAndGuad: “Here’s Telemachus’ mentor. He’s named, uh, Mentor.” BRAVO NOLAN 原帖
• 7 月 18 日 16:41，@jeremyli__，转发：RT @WillManidis: My friend Dean Ball has advanced an argument for the de facto protection of American frontier intelligence providers. Dea… 原帖
• 7 月 18 日 16:42，@karinanguyen，原帖：insane match, england rlhf’d the life out of france today!! 原帖
• 7 月 18 日 16:52，@jxnlco，原帖：is it safe to drive from washington dc to new york tn? 原帖
• 7 月 18 日 16:58，@_rajanagarwal，原帖：hillclimbing https://t.co/8hyzsCSwvn 原帖
• 7 月 18 日 17:09，@zhansheng，原帖：Online discourse on here is really bad. The amount of intentional misreading (“this is what Dean/OpenAI advocates”) and putting words in his mouth (“y... 原帖
• 7 月 18 日 17:30，@andrewho03，转发：RT @GuiveAssadi: Andrew Ho is a VERY intelligent man and I take this result EXTREMELY seriously 原帖
• 7 月 18 日 17:48，@gabrielchua，转发：RT @borvibe: Paris @OpenAI Build Week was lit!!!🇫🇷 Thanks amazing builders for coming ⚡️⚡️ thanks amazing host @42AI_ https://t.co/Lm3wljc… 原帖
• 7 月 18 日 17:57，@gabrielchua，转发：RT @ChatGPTapp: Create something worth sharing with ChatGPT sites. Share your site with us for a chance to win a limited-edition swag box,… 原帖
• 7 月 18 日 17:57，@andrewho03，转发：RT @teortaxesTex: This is a pretty compelling demonstration that Kimi K3 is both generally intelligent (on some level at least) and general… 原帖
• 7 月 18 日 18:09，@nickbaumann_，原帖：The Odyssey lives up to the hype Doing whatever I can to see it on IMAX at the Metreon (If anyone's selling an extra ticket btw, please reply/DM) http... 原帖
• 7 月 18 日 18:29，@jxnlco，原帖：Everyone talks about taste. But what about vision and courage. 原帖
• 7 月 18 日 18:33，@andrew_n_carr，原帖：Movement is a fundamental aspect of the physical world we live in, and yet, it somehow slides into the background. Check out this example I care so de... 原帖
• 7 月 18 日 18:52，@gabrielchua，转发：RT @YuYoshimuta: DJ コントローラーを Codex コントローラーへと魔改造するプロダクトで、Global Build Week Tokyo ハッカソン 1 位をいただきました！ @nukonuko さん、素敵なイベントを企画・運営してくださり、ありがとうございました。… 原帖
• 7 月 18 日 18:58，@rapha_gl，原帖：if you’re an “accelerationist” ask yourself if that’s a technological project or a political one and if the latter, what re you accelerating towards 原帖
• 7 月 18 日 19:07，@santa_kaus，转发：RT @thsottiaux: How can we make ChatGPT better. It’s already on your phone, but what do you wish would happen more or less of when you ope… 原帖
• 7 月 18 日 19:55，@gabrielchua，转发：RT @phuctm97: Building a brand visual identity / guidelines with GPT 5.6 Sol Max is so damn fun. I feel like I'm a professional designer,… 原帖
• 7 月 18 日 20:02，@jeremyli__，转发：RT @teortaxesTex: This is a pretty compelling demonstration that Kimi K3 is both generally intelligent (on some level at least) and general… 原帖
• 7 月 18 日 20:08，@BarrAlexandra，原帖：frontier human data eval 原帖
• 7 月 18 日 20:08，@danintheory，转发：RT @deanwball: I'd like to do two things: (1) tell you where I think I erred in my original post about Kimi and (2) set the record straight… 原帖
• 7 月 18 日 20:23，@prd_008，转发：RT @thsottiaux: If you use ChatGPT Work. Looking to assemble a group of 50-100 to give early access to features and discuss how we can make… 原帖
• 7 月 18 日 20:27，@gabrielchua，原帖：https://t.co/mdyVIC1Zsh 原帖
• 7 月 18 日 20:41，@gabrielchua，转发：RT @gabrielchua: Looking for a weekend project? OpenAI Build Week closes in 60+ hours - plenty of time to build something useful with Code… 原帖
• 7 月 18 日 20:41，@gabrielchua，原帖：👀 https://t.co/EWU8sV73BG 原帖
• 7 月 18 日 20:46，@andrew_n_carr，原帖：Anyone know grok 4.5 posttrainbench score? 原帖
• 7 月 18 日 21:08，@jxnlco，转发：RT @nickbaumann_: The Odyssey lives up to the hype Doing whatever I can to see it on IMAX at the Metreon (If anyone's selling an extra ti… 原帖
• 7 月 18 日 21:25，@jxnlco，转发：RT @Da7_Tech: After using Sol heavily, I’m seriously considering upgrading to the $200 Codex plan. 原帖
• 7 月 18 日 21:26，@jxnlco，转发：RT @billyjhowell: GPT sites are a much needed addition to Codex from @OpenAI. A little wonky. But I expect the product to improve fast. I… 原帖
• 7 月 18 日 21:38，@_samirism，转发：RT @thsottiaux: ChatGPT Work is for ✅ Creating and hosting sites ✅ Managing your emails for you ✅ Summarizing mountains of documents ✅ Cre… 原帖
• 7 月 18 日 21:42，@gabrielchua，转发：RT @thsottiaux: ChatGPT Work is for ✅ Creating and hosting sites ✅ Managing your emails for you ✅ Summarizing mountains of documents ✅ Cre… 原帖
• 7 月 18 日 21:45，@gabrielchua，转发：RT @gabrielchua: https://t.co/mdyVIC1Zsh 原帖
• 7 月 18 日 21:49，@nickbaumann_，转发：RT @thsottiaux: ChatGPT Work is for ✅ Creating and hosting sites ✅ Managing your emails for you ✅ Summarizing mountains of documents ✅ Cre… 原帖
• 7 月 18 日 21:56，@jxnlco，转发：RT @thsottiaux: ChatGPT Work is for ✅ Creating and hosting sites ✅ Managing your emails for you ✅ Summarizing mountains of documents ✅ Cre… 原帖
• 7 月 18 日 21:57，@jxnlco，转发：RT @thsottiaux: If you use ChatGPT Work. Looking to assemble a group of 50-100 to give early access to features and discuss how we can make… 原帖
• 7 月 18 日 22:04，@neelajj，转发：RT @thsottiaux: ChatGPT Work is for ✅ Creating and hosting sites ✅ Managing your emails for you ✅ Summarizing mountains of documents ✅ Cre… 原帖
• 7 月 18 日 22:06，@steipete，转发：RT @Pat_Erichsen: OpenClaw repo crossing 100k PRs is making Codex app highlight the references as hex color codes💀 https://t.co/KQDaXYUOiW 原帖
• 7 月 18 日 22:16，@andrewho03，原帖：The Chinese have many thoughts. 原帖
• 7 月 18 日 22:23，@andrewho03，原帖：With regard to Chinese talent—it is especially relevant that AI and modern LLMs are quite new technology, so the ability of a given individual to cont... 原帖
• 7 月 18 日 22:25，@yong_zhengxin，转发：RT @peterwildeford: The new era of cyberattacks -- HuggingFace reports being hacked by an AI and they defended with an AI! > "it was drive… 原帖
• 7 月 18 日 23:00，@jxnlco，转发：RT @shubhampatilsd: @bilaltwovec https://t.co/uclBDLxJEI 原帖
• 7 月 18 日 23:01，@jxnlco，转发：RT @siegerts: Codex 🏖️ Miami https://t.co/zJIaUflh8x 原帖
• 7 月 18 日 23:55，@andrewho03，原帖：Yes, this makes no sense. If open source models proliferate, we will see relatively wider uptake of AI. Of course, one can construct rather involved a... 原帖
• 7 月 19 日 00:43，@gabrielchua，转发：RT @Aman25m: Cafe Codex - Build Week Edition Pune was all about one thing. Building. Grateful for everyone who pushed ideas forward and m… 原帖
• 7 月 19 日 01:41，@dylancablayan，转发：RT @athyuttamre: care is the moat 原帖
• 7 月 19 日 02:27，@andrewho03，原帖：It seems straightforwardly good for the world that frontier model capabilities can be easily extracted and replicated elsewhere. Of course, it is not ... 原帖
• 7 月 19 日 02:28，@gabrielchua，原帖：spotted at singapore codex community demo night https://t.co/RWvcFe4Ij4 原帖
• 7 月 19 日 02:40，@andrewho03，原帖：I’m not really sure why there is some expectation that frontier labs must endlessly acquire companies and metastasize. Personally, I think that it wou... 原帖
• 7 月 19 日 06:11，@gabrielchua，转发：RT @lucastohdev: Second day at OpenAI build week developer challenge, met some cool people like @gabrielchua who works at OpenAI and some o… 原帖
• 7 月 19 日 06:50，@gabrielchua，转发：RT @nukonuko: Global Build Week Community Event - Tokyo という Codex を使ったハッカソンを無事開催することができました！#aimeetup お申し込み 159 人のうち最終的に参加予定 70 名、69 人が来てくだ… 原帖
• 7 月 19 日 07:33，@SebastienBubeck，原帖：Talking about crazy results ... 原帖
• 7 月 19 日 07:36，@ALupsasca，转发：RT @deanwball: Some observations on Kimi: 1. It's a very good model! I don't think its performance can be explained away by distillation… 原帖
• 7 月 19 日 07:44，@reach_vb，原帖：you can just prompt things into existence 原帖
• 7 月 19 日 07:46，@gabrielchua，转发：RT @eigen_moomin: you must strive to one day live in a society so safe and swagless that they fine you for jaywalking and it makes the nati… 原帖
• 7 月 19 日 07:47，@BorisMPower，转发：RT @paulg: Trial lawyers are lobbying against self-driving cars because they're too safe. They need people to be killed and injured so that… 原帖

Anthropic

• 7 月 18 日 09:16，@trq212，原帖：This was due to a heroic effort by many people at Anthropic working sometimes literally around the clock It was not at all clear that we'd be able to ... 原帖
• 7 月 18 日 09:51，@RobertJBye，转发：RT @trq212: This was due to a heroic effort by many people at Anthropic working sometimes literally around the clock It was not at all cle… 原帖
• 7 月 18 日 10:22，@RobertJBye，原帖：Love some morning tinkering on personal projects with Fable https://t.co/fJX1Q2WoFo 原帖
• 7 月 18 日 11:42，@_sholtodouglas，原帖：interesting + nice test 原帖
• 7 月 18 日 16:17，@jackclarkSF，原帖：Legendary game. 原帖

xAI

• 7 月 18 日 08:32，@milichab，转发：RT @elonmusk: Try Grok Build https://t.co/qrq6Gn3HCS 原帖
• 7 月 18 日 11:12，@milichab，原帖：Big updates next week :) 原帖
• 7 月 18 日 11:48，@ypwang61，转发：RT @KyleLiang5: A simple loop has shown sign of life on not only pretraining perplexity, but also post-training reasoning tasks. Base CORE… 原帖
• 7 月 18 日 16:57，@milichab，转发：RT @VineethSendil: Had a ton of fun shipping the /timeline toggle between experiments for the upcoming Grok models! We move super fluidly… 原帖
• 7 月 18 日 21:10，@hyhieu226，转发：RT @chamath: The future is open source. We need to embrace it and get on with it. Imagine if America closed the door on open source. We… 原帖
• 7 月 18 日 21:46，@sivil_taram，转发：RT @Daniel_Farinax: I asked Grok 4.5 to build macOS 27 with real Liquid Glass and native apps… It delivered in under 10 minutes. Kimi needs… 原帖

Google DeepMind

• 7 月 18 日 08:52，@Majumdar_Ani，原帖：https://t.co/gQAP6hkhb0 原帖
• 7 月 18 日 12:00，@suchenzang，原帖：what frustrates me the most about the "ccp is blind" takes from people who have never experienced the ccp in any form is that arguably the entire prob... 原帖
• 7 月 18 日 16:27，@JeffDean，转发：RT @giffmana: It's kinda fun that "pod" is becoming de facto industry standard for "bunch of highly connected accelerators" AFAIK "TPU Pod… 原帖

Meta AI

• 7 月 18 日 11:40，@baaadas，原帖：It’s not even the semi-finals; Tuchel parked the bus in UEFA and got punished by it as well. To be honest, England might have gone home earlier if it ... 原帖
• 7 月 19 日 03:10，@HeinrichKuttler，原帖：More math progress. 原帖

Thinking Machines Lab

• 7 月 18 日 08:35，@shizhediao，转发：RT @hendrydong: “More on-policy” is NOT always better! ReOPD reveals a two-sided prefix shift: ① student occupancy mismatch ② teacher reli… 原帖
• 7 月 18 日 10:41，@x_hanyu，转发：RT @arcprize: Inkling from @thinkymachines on ARC-AGI (Verified) - ARC-AGI-2: 36.5%, $0.64/task - ARC-AGI-1: 79.5%, $0.30/task As of toda… 原帖
• 7 月 18 日 10:55，@ziqiao_ma，转发：RT @ArtificialAnlys: Thinking Machines' newly released 975B parameter open weights model, Inkling, supports transcription and ranks second… 原帖
• 7 月 18 日 14:51，@SonglinYang4，转发：RT @guohao_li: why can the china labs build glm-5.2, kimi k3, and many more to come? it is because of the openness. not just the open weigh… 原帖
• 7 月 18 日 14:51，@SonglinYang4，转发：RT @gneubig: Agree with this: US labs are underestimating the power and vitality of open research. This is one of my favorite essays and I… 原帖
• 7 月 18 日 15:41，@ekzhang1，原帖：as I was reading this: y’know it’s really not easy to change a system once it has momentum this system was built years ago for one use case (10-20 t... 原帖
• 7 月 18 日 15:42，@SonglinYang4，转发：RT @MaziyarPanahi: Yesterday I played Thinking Machines' Inkling a doctor's visit. Today I gave it her lab report and started asking questi… 原帖
• 7 月 18 日 17:47，@SonglinYang4，转发：RT @zhang_benita: As Kimi K3 launches, check out our earlier podcast interview with Yang Zhilin, founder of Kimi. We recorded it right afte… 原帖
• 7 月 18 日 17:58，@SonglinYang4，原帖：That matches my intuition exactly 原帖
• 7 月 18 日 19:04，@x_hanyu，原帖：Interesting post — definitely expanded how I think about open weights. Open sourcing used to feel like a good way to get attention when the model wasn... 原帖
• 7 月 18 日 19:49，@Haoxiang__Wang，转发：RT @natolambert: Inkling’s humility at launch may have made it underrated. The previewed small model will wake a lot of people up (if it c… 原帖
• 7 月 18 日 20:07，@regulargio，原帖：Pretty cool work! 原帖
• 7 月 18 日 21:21，@regulargio，原帖：Pretty unique / original use case!!! 原帖
• 7 月 18 日 23:02，@ekzhang1，原帖：it’s been a good year. maybe some of the most significant events in my life happened :) we must believe we are on the right path when we are grateful ... 原帖
• 7 月 19 日 01:22，@SonglinYang4，转发：RT @Alibaba_Qwen: Qwen3.8 is launching and going open-weight soon!🌐 With a massive 2.4T parameters, this model is continuously evolving. W… 原帖
• 7 月 19 日 01:35，@SonglinYang4，转发：RT @yzhang_cs: Open source is thriving! and now every open-weight model >2T adopts GDN/KDA in FLA 👀 原帖
• 7 月 19 日 01:35，@SonglinYang4，原帖：lol 原帖

Cursor

• 7 月 19 日 06:07，@benln，原帖：Tip: never use the green Open to Work banner on LinkedIn Negative signal for hiring managers and recruiters 原帖

Alibaba Qwen

• 7 月 19 日 01:29，@Alibaba_Qwen，原帖：Qwen3.8 is launching and going open-weight soon!🌐 With a massive 2.4T parameters, this model is continuously evolving. We believe it’s one of the mos... 原帖

Cognition

• 7 月 18 日 20:34，@mattbergland，原帖：building personal software for bachelor party games this is 2026 https://t.co/3h8A5jEY5x 原帖
• 7 月 18 日 21:33，@dabit3，转发：RT @pingToven: and so it begins https://t.co/XZ1IeDAWgz 原帖
• 7 月 19 日 07:03，@jhanikhil，原帖：jobs are exactly like dating with absolutely no differences whatsoever 原帖

Moonshot/Kimi

• 7 月 18 日 08:54，@Kimi_Moonshot，转发：RT @togethercompute: We analyzed Kimi K3 vs. Claude Fable 5 for software engineering tasks using DeepSWE. Kimi K3 gets you the same perfor… 原帖
• 7 月 18 日 21:10，@Kimi_Moonshot，转发：RT @ValsAI: Kimi K3 is the #2 overall model on our in-house Vibe Code Bench at 85.0%. VCB tests a model's ability to go from zero-to-one;… 原帖
• 7 月 19 日 07:52，@Kimi_Moonshot，原帖：Kimi K3 has received far more love than we expected, and our GPUs are feeling it. Over the past 48 hours, demand has pushed close to the limits of our... 原帖
• 7 月 19 日 07:58，@crystalsssup，转发：RT @Kimi_Moonshot: Kimi K3 has received far more love than we expected, and our GPUs are feeling it. Over the past 48 hours, demand has pu… 原帖

ByteDance Seed

• 7 月 18 日 14:23，@GenAI_is_real，原帖：A 38-minute multi-speaker meeting turned into a fully diarized, timestamped transcript in 49 seconds on a single H100. At concurrency 16, that's 97.5 ... 原帖

AMI Labs / ex-Meta AI

• 7 月 18 日 13:17，@ylecun，转发：RT @KenRoth: With Trump deeply unpopular, Republicans face a possible drubbing in congressional races in November. So Trump seems intent on… 原帖
• 7 月 18 日 13:26，@ylecun，转发：RT @BrianRoemmele: Kimi K3 is a gut punch to Anthropic. Its over. A 2.8T open-weight-bound Chinese model just took the WebDev human-prefer… 原帖
• 7 月 18 日 13:37，@ylecun，转发：RT @IntuitMachine: https://t.co/CHEk211f7Y 原帖
• 7 月 18 日 13:40，@ylecun，转发：RT @RpsAgainstTrump: Document Declassified by Trump Reveals Russia Tried To Help Him Win the 2020 Election https://t.co/D5BZq6W5QZ 原帖
• 7 月 18 日 13:42，@ylecun，转发：RT @YourAnonNews: Trump crying about rigged elections, but remember when he was literally recorded trying to rig an election? How the fuck… 原帖
• 7 月 18 日 13:43，@ylecun，转发：RT @atrupar: to hear Trump tell it, American elections were completely corrupted while he was president and he was helpless to stop it, the… 原帖
• 7 月 18 日 13:51，@ylecun，转发：RT @MAGALieTracker: BREAKING: The last month has cemented Trump's status as the most corrupt president in American history. It's not even c… 原帖
• 7 月 18 日 13:51，@ylecun，转发：RT @RpsAgainstTrump: Here’s a montage of Trump saying over the past five months that the war with Iran is about to end and that the Iranian… 原帖
• 7 月 18 日 13:53，@ylecun，转发：RT @Dan_Jeffries1: You either believe in centralization of power or broad diffusion of power. In one worldview, there are some bad people… 原帖
• 7 月 18 日 13:54，@ylecun，转发：RT @martin_casado: "Open-weight models are inherently decelerationist" .... this is a grossly incorrect statement with no supporting argu… 原帖
• 7 月 18 日 13:54，@ylecun，转发：RT @KenRoth: "Trump called for fixing vulnerabilities in electronic voting system" but he "has spent…his second term dismantling the electi… 原帖
• 7 月 18 日 23:01，@ylecun，转发：RT @chamath: The future is open source. We need to embrace it and get on with it. Imagine if America closed the door on open source. We… 原帖
• 7 月 18 日 23:52，@ylecun，转发：RT @Kasparov63: "Russia hoax" is as strong an indicator of a being gullible idiot or partisan propagandist as "vaccines are bad", and both… 原帖
• 7 月 19 日 00:20，@ylecun，转发：RT @mjfree: 🚨🚨🚨 BREAKING: In a fully corrupt & desperate move, Trump is forcing the Postmaster General to REFUSE delivery of mail-in ballot… 原帖
• 7 月 19 日 02:56，@ylecun，转发：RT @MelMitchell1: In the off chance than anyone cares what I think on this topic: (1) the open-source software movement has been enormous… 原帖
• 7 月 19 日 04:23，@ylecun，转发：RT @ylecun: @deanwball The "ungovernability" (and openness) of Linux and the Internet is precisely what has made their success. The same w… 原帖
• 7 月 19 日 04:25，@ylecun，转发：RT @martin_casado: Do you know what open weights model actually decelerate? The formation and power of oligopolies. You know, those thin… 原帖
• 7 月 19 日 06:50，@ylecun，转发：RT @Suhail: They distilled humanity. The hypocrisy is unreal. The best gift is to give it away, at the lowest marginal costs, to let us p… 原帖
• 7 月 19 日 06:54，@ylecun，转发：RT @Dan_Jeffries1: @hosseeb @deanwball Dumping? Come the fuck on. Stop trying to use clever language to make your points and make them hone… 原帖
• 7 月 19 日 07:03，@ylecun，转发：RT @ylecun: @hosseeb @deanwball Soooo, releasing Linux was dumping? Apache, MySQL, PHP? HTTP, TCP/IP, OpenSSL, OpenSSH? Libjpeg, VLC? Th… 原帖