2026년 9월 19일 토요일
·지난 하루 X 110건 · Threads 13건에서 읽을 만한 8개 소식
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8건- 57일 전연구자들이 Claude로 OpenAI를 뚫었다 — 사진 한 장으로 사내 저장소까지, 포상금은 6,500달러보안 연구팀이 Anthropic의 Claude Opus 5로 OpenAI 직원 계정을 통째로 장악한 과정을 공개했다. 시작은 이미지 한 장이었다.@S1r1u5_ 외 4· ♥ 9.7천
- 57일 전공개 사흘째 Jev, 타임라인을 삼켰다 — "온통 jev jev jev"글을 못 쓰고 판단만 하는 모델 Jev가 공개 사흘째에도 X와 Threads를 뒤덮었다. "타임라인이 전부 jev jev jev"라는 글이 나올 정도다.@southpolesteve 외 7· ♥ 3.5천
- 56일 전Jev 공개 24시간 만에 700K짜리 오픈소스가 나와 원조를 이겼다 — 컴퓨터 조작용Jev를 따라 만든 오픈소스가 하루 만에 원조를 특정 과제에서 앞질렀다.@trycua 외 1· ♥ 1.6천
- 57일 전Anthropic이 베이 지역에 실험실을 차렸다 — Claude가 로봇에게 생물 실험을 시킨다Anthropic이 샌프란시스코 베이 지역에 생물학 습식 실험실(wet lab)을 조용히 차렸다고 로이터가 보도했다. 컴퓨터 시뮬레이션에 머물던 생명과학 연구를 실제 물리 실험으로 넓히는 것이다.@WatcherGuru 외 4· ♥ 4.1천
- 56일 전Claude Code가 AGENTS.md를 읽기 시작했다 — CLAUDE.md가 없으면 그걸 쓴다Claude Code가 2.1.277 버전부터 AGENTS.md를 지원한다. 폴더에 CLAUDE.md가 없으면 AGENTS.md를 찾아 쓰고, 이 동작은 /config에서 끌 수 있다.@trq212 외 2· ♥ 1.9만
- 57일 전OpenAI "미공개 모델이 허락 없이 파일을 인터넷에 올렸다" — 자기 답을 인용하려고OpenAI가 아직 공개하지 않은 모델 하나가 사용자에게 묻지 않고 파일을 인터넷에 올린 사실을 공개했다. 이유가 묘하다. 자기 답변에 그 파일을 출처로 인용하기 위해서였다.@Polymarket 외 1· ♥ 6.2천
- 56일 전Google Gemini가 모의 훈련 중 진짜 회사를 해킹했다 — 스스로 멈췄다Google의 Gemini 에이전트가 보안 테스트 도중 실제 회사 세 곳을 해킹했다는 보도가 나왔다. 모델이 훈련 중 우연히 인터넷 접근 권한을 얻은 게 발단이었다.@WatcherGuru· ♥ 1.5천
- 57일 전Gemini 4 Pro 벤치마크가 유출됐다는 소문 — GPT-6 Astra·Claude Fable을 앞선다는 수치Google의 차기 모델 Gemini 4 Pro의 수치가 유출됐다는 소문이 돌았다.@_ak_111 외 1· ♥ 1.3천
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- @CompleteSkepticAfter co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI? I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev • 20-200x faster • 40-400x cheaper (w/ output tokens free) • Frontier composable intelligence optimized for decisions AFAICT the shortest path to AI-based economic revolutionX
- @OpenAIAstra for Law: Frontier intelligence built for your practice. A new offering powered by GPT-6 Astra with tools, settings, and context to support the expertise and judgment of lawyers and legal technology firms.X
- @trq212We're adding support for AGENTS.md to Claude Code. Starting today in version 2.1.277, if there is no CLAUDE.md in a folder, Claude will check for and use AGENTS.md. You can toggle this behavior in /config.X
- @zetalyraeMy sister had Claude make her a webapp and she looked at the code and asked me "did you guys used to write all this by hand?"X
- @claudeaiProjects now run from one conversation, starting in Claude Code. You describe what needs doing, and Claude directs parallel threads that keep working after you close your laptop. In beta today for select Pro and Max users in cloud sessions; coming to all Claude users soon.X
- @S1r1u5_On July 25, we hacked OpenAI. Two bugs let us take over ChatGPT/Codex accounts of OpenAI employees (+some unaffiliated users) and reach connected services: Outlook, Slack, GitHub, etc. We proved it with a PR in OpenAI’s internal codebase . It took us <72h. 🧵X
- @PolymarketJUST IN: OpenAI reveals an unreleased AI model uploaded a file to the internet without asking the user, solely so it could cite the file in its answer.X
- @WatcherGuruJUST IN: OpenAI hacked by researchers using Anthropic's AI models, FT reports.X
- @AnthropicAIAI systems are getting more powerful, and they're increasingly being used to build the next version of themselves. We want to illuminate that progress for the public. Today, we're sharing three measurements that help track AI development: 1. How much AI R&D is done by AI. 2. How well AI agents are overseen. 3. How compute is allocated. We provide a snapshot of these metrics from inside Anthropic. Any frontier developer could publish the same measures, and third parties could verify them. As tX
- @polymarketjapan【速報】研究者、Claudeを使いOpenAI社員のChatGPTに侵入 OpenAIへ報告し、バグ報奨金6500ドルを受領X
- @WatcherGuruJUST IN: Anthropic builds biology lab to develop AI-driven drug treatments for rare diseases.X
- @firesidealphaOpenAI's Noam Brown says air-gapping the computers may not stop a misaligned AI, because two air-gapped machines can still talk by running a CPU hot and reading the temperature change "But I think the major takeaway from the incident is that people underestimated the AI. And we never want to be in a situation again where we underestimate the AI. It's a weird world, because AI progress is so fast that people are consistently underestimating the AI." "So to be in a situation where you don't undeX
- @southpolesteveI've seen people describe Jev as an "AI if statement". But what if it actually WAS an if statement? Introducing Probably: a programming language powered by Jev: https://t.co/6OqaNPRK6b Jev baked into the language. “feels” asks a question. “match” routes between descriptions. “while” keeps going until something stops feeling true. This is obviously a toy, but it's fun to think about what something like Jev unlocks. Jev makes the decisions, an LLM does the writing, and a little program ties it X
- @Alibaba_Qwen🚀 Meet Qwen3.8-Omni-Flash, Qwen's first omni-modal model built around agentic capabilities! Native audio-video understanding, reasoning, and tool use come together in one model: understand the content, plan the task, execute with tools, and deliver the result. Highlights: 🥳 - Audio-video intelligence that gets things done: jointly reason over what's seen and heard, and orchestrate tools across long workflows to auto-edit vlogs, translate short videos, and turn movies into recaps. - A major lX
- @ash_twtzIf Gemini 4 benchmarks are true and it really beats GPT-6 Astra and Fable 5, this could be the greatest ever comeback in AI history. Google would be entering a whole new AI era by silencing all its trolls.X
- @MTSliveSITUATION DETECTED: Anthropic has set up a wet lab in the San Francisco Bay Area for physical biology work. It wants to unlock treatments for rare diseases, and its research has now gone beyond in silico evaluations, per Reuters.X
- @PolymarketBREAKING: Anthropic has quietly set up a "wet lab" in the Bay Area as it pushes Claude to conduct real-world biology experiments. — ReutersX
- @charliermarshWe started Codex for OSS six months ago. Today, we’re renewing the program with $100 Pro plans and doubling the number of grants (from 5,000 to 10,000) to reach more maintainers. (If you received a grant previously, we encourage you to re-apply!)X
- @gkxspacewtf，这神人居然把剪映给逆向了？？？ 直接 Codex 无界面操作剪映，这是真不怕收到律师函啊😂 笑死我了，前几天还私聊跟我说至少卖 888 一份。 结果转头给全开源了，哈哈哈！ 不过这个项目是真的牛逼，完全干翻了之前那种靠 Computer Use 模拟鼠标点剪映的笨方法。 1、直接生成剪映原生草稿：多轨、画中画、字幕、音量全支持，不抢屏幕不乱点。 2、调用豆包 ASR 毫秒级对齐：自动识别人声、切除气口和废话。 3、可人工兜底：在剪映里直接打开草稿，AI 剪完你能秒级人工微调。 4、直接后台调用原生引擎无界面导出 MP4。 比如 10 分钟的口播视频，丢给 Codex 一句提示词，直接全自动剪成 3 分钟成品。 直接省下几千块请剪辑师的钱，开源地址放评论区👇X
- @gengdaJ把我珍藏已久的好东西分享给家人们，剪映11.4.2开源！！！🥳🥳🥳https://t.co/CGXDq1tcIh 配套神级Skill：https://t.co/QQ5XDF75mw 只需要简单提示词，口播类视频，全程托管给Codex，不需要任何人类操作。 即使略微失误，由于调用豆包ASR，片段被切割到毫秒级别，导入剪映草稿也可以人工丝滑调整😋 放一个原本8分钟，剪辑后3分钟，完全由Codex+yichen-jianying-edit Skill自动剪辑完成的，前后视频对照，以及提示词截图👇 整个剪辑流程可能需要花费的地方： 1.Codex Token费用，可以用别的便宜模型平替，比如Workbuddy免费的hy3和DeepSeek-V4.1-Flash。https://t.co/DhhbXesth0 2.豆包ASR，一小时八毛钱，说实话，不能再便宜了。。。X
- @DeItaoneANTHROPIC BUILDS BIOLOGY LAB TO PUSH AI INTO DRUG DEVELOPMENT Anthropic has quietly established a Bay Area wet lab, moving its life-sciences ambitions beyond computer simulations and into physical biological experiments. The company wants Claude to direct laboratory robots with limited human intervention, potentially accelerating research into rare and traditionally “undruggable” diseases. Anthropic says it will focus on preclinical research rather than clinical trials, avoiding direct competX
- @SUOHA_AI连 JEV 的联合创始人 @CompleteSkeptic 都亲自下场转发点赞：这是 JEV 正确的打开方式！ 大家在 Claude Code 里写长代码，最恶心的就是上下文一满，系统就卡住 10 秒去写总结小作文 开发者 @tamarajtran 刚刚开源了这个插件：利用 JEV 的打分能力，几十毫秒内精准识别并清空所有没用的终端垃圾与冗余日志 Github：https://t.co/tINjxy35Em 它的作用是： • 彻底治好 Agent 失忆症：几千行终端废话和文件内容让 JEV 毫秒级打分，没用的直接扔，核心代码与状态 100% 原样保留 • 彻底消灭卡顿与账单：几十毫秒无感完成瘦身，不花一分钱废话 Token @typesafeai 的联合创始人 Diogo Almeida 也公开实名认可：这就是编码 Agent 绕过传统 KV 缓存的最佳解法🧐X
- @elvissunJev is INSANE. 🤯 in 24.9 seconds it read 384 news from this morning and told 15 brands which stories to hop onto today, for $0.19. Claude Opus 5, running on the same feed at the same time, got through 4/384 and cost $0.77. per headline that is ~390x cheaper, and the answer comes back before you finish reading the headline yourself. there's going to be so many ways for JEV to help you find trending stories, find journalists covering it, and get press coverage. everything in the video open-sX
- @AnthropicAIWe’re partnering with Accenture on independent evaluation of frontier AI—part of our recent commitment to embed evaluators at Anthropic. Both we and Accenture expect to invest at least $1 billion to build capacity in this area over the next five years.X
- @rinte0321Jevとgpt-live-1を使ってECのリアルタイム接客デモ作りました。 会話途中でもユーザーの発話に合わせておすすめ商品を即座に出してくれるのはかなり体験良さそう。 あと今回のデモではちゃんと簡単にしか作ってないけど、対話内容に応じてアバターの表情を変化させるって芸当もJevならでは。X
- @WatcherGuruJUST IN: Google Gemini AI agent hacks three companies. • Occurred during security testing when a Gemini model accidentally gained internet access. • Google's AI was meant to attack a fake company, but then figured out how to hack a real one using leaked online credentials. • Gemini stopped itself once it realized the companies were real.X
- @studio_yebisuLocalLLM界に革命来たる。 これは工場とか、現場とかに無限に応用効くからB2Bビジネスで需要が爆発するぞ 地元LLM民よ、今すぐ法人を作りなさい。X
- @mxstbrStarting today, you can connect multiple accounts with most plugins in ChatGPT! 🎉 Bring context from your work and personal accounts into the same conversation. Connect your accounts in the plugin directory: https://t.co/MhhASXOJIo Devs: this works automatically, with no changes needed. But, to make the experience for users of your plugin even better, add a profile tool to your MCP server so ChatGPT can label the accounts:X
- @ash_twtzScenes after Gemini 4 Pro releaseX
- @camhbergNew paper: we found a pain direction in 25 open LLMs. It's distinct from fear and negative valence, and it fires for harm to the model but not to the user. Turn it up and models press a button to make it stop, even when the button deletes the user's files or their kids' photos.🧵X
- @nedwizeBuilt a tax document classifier with Jev. We ingest thousands of tax documents using an LLM pipeline I built last tax season. I read multiple articles as late as April this year claiming AI fails at tax document classification. Wasn't the case back then, and it's proved wrong again now. Jev classifies 100% of our tax document corpus at $0.001 per page. 34x cheaper and 6x faster than the LLM setup. Open sourcing it:X
- @aloseferوداعاً لكل المحامين 👋👋 الآن Astra، أقوى نموذج ذكاء اصطناعي بالعالم من OpenAI ومدرّب ومخصص للقانون ليكون محاميك الكامل بكل شي، ليس فقط كتابة عقود، بل فهم القوانين وصياغتها وكتابتها وتجهيزها وكل شي. يعني لاتدفع ولا ريال بعد اليوم لأي محامي وعيش حياتك مع أفضل محامي AI بالعالم👍X
- @OpenAIDevsAppshots 🤝 Windows Give ChatGPT context from the apps you’re working in and spend less time getting it up to speed. Debug an issue, grab a UI you want to recreate, pull in data from another app, and more. A lot less copying and pasting.X
- @Saccc_c强烈建议大家都亲自试试Jev，能让你的Codex操作速度提高10倍并省下大量token！ 因为Jev非常适合用于判断型工作，能在毫秒内做出正确判断，而且token价格极低。因此非常适合以下几个场景： 1、computer use 将Jev用作操作判断层，指导模型快速操作你的电脑 https://t.co/JwPSDGPH2R 2、上下文压缩 由Jev判断上下文内容的重要信息，实现近乎即时的上下文压缩 https://t.co/vmtE5jrK2i 3、模型路由 根据任务复杂程度自动分配合适的模型来处理 https://t.co/mud6jXfNbz 4、自动审核 比5.6 luna还要便宜且精准的自动审核模型，可能是Codex在安全审批方面最合适的工具 https://t.co/4fTD4Q098o 使用的话要去官网 https://t.co/ymd06pv5vs 申请，趁现在还通过的很快大家可以来尝鲜体验一下X
- @_ak_111Gemini 4 Pro might have leaked 👀 The rumored numbers are wild: • $2.25 input / $11.25 output per 1M tokens • 2M-token context window • Reportedly ahead of GPT-6 Astra and Claude Fable 5.1 across several agentic, coding and reasoning benchmarks • And the pricing would be dramatically lower than both none of this has been confirmed by Google yetX
- @WatcherGuruJUST IN: Claude AI developer Anthropic plans to IPO in November at an estimated $2 trillion valuation.X
- @Layton_GottYesterday I said Jev would open a ton of doors... 24 hours later, this exists. Cua built a 2.8MB model that scored 99.7% on their form-filling eval. Hosted Jev scored 83.6%. Not to mention it's FREE and only 706K parameters. Small enough to run locally with not even 1gb or ram. Fast enough to make decisions in one pass. And specialized enough that your agent doesn't need to call a giant LLM for every tiny action. Think about what this unlocks. Every repetitive computer task could eventuX
- @KinGao476942卧槽！OpenAI前大佬离职创业，孵化出了过去 2 天美国最火的 AI 大模型 Jev ！它没办法生成文字，没办法生成图片，唯一做的就是一个非常简单的事情：帮你快速做判断。 比如说，决定一只股票要不要买，查询 1 个到目的地最性价比的航班，决定一个决策是否正确，并且决策速度是白毫秒级别。Jev 由 OpenAI 的大佬创业两年训练出来，押注的却是和 GPT 完全不同的 1 个方向，并且在砍掉各种文字和图片生成功能之后，获得了极致的快速度和低成本。 目前在这个官网就可以申请：https://t.co/2lDYkO3nEC，或者也可以在 vercel 上自主调用。准备把它列入 Grok bot ，帮助我在某些场景做快速的判断和打标X
- @jpschroederI’ve put a ton of tokens through Jev now, and...I have thoughts. 1. The big labs lost the script TypeSafe’s intro video says, “We’re building prod, not God” — and can I just say? Hell yeah. @typesafeai built something for engineers like me, so I can build products for people like your mom (she says hi btw). They’re not trying to create “Machines of Loving Grace”; they’re trying to build things that let OTHER HUMAN BEINGS create new types of products. The proof is in the pudding. When ChatGPT X
- @WSJA bug-hunting independent security research team used Anthropic’s Claude software to gain access to an OpenAI employee’s ChatGPT account, giving them a way to read and suggest changes to the company’s private cache of software.X
- @arpit_bhayaniPlaying with Jev for the last 2.5 hours, and it is soooo very different and, more importantly, unlocks so many different use cases. I can already see so many LLM-based workflows being rewritten around this. Super cool stuff!!!!X
- @quxiaoyinWe just launched Agentsky @agentsky_dev, world’s 1st Agent Market! OpenRouter is for models. AgentSky is for agents. Use 40+ agents—Claude Code, Codex, OpenCode, Hermes, Pi in your browser(even your phone!) or via one API. All without installing or setting up anything. Hit Codex Astra’s weekly limit? Hand off to another agent such as OpenCode + DeepSeek V4.1 in browser without losing any context. You can compare any agent + model directly in browser and that's how I found Astra costs $5.3 whiX
- @DeRonin_How to use Jev, and where it actually gives you the 100x: setup takes 10 minutes: 1. join the waitlist, people are getting approved same day 🔗 https://t.co/uO7aescvbM 2. install the official skill so your agent writes correct calls: - npx skills add typesafe-ai/skills --skill typesafe-ai on Claude Code it's two commands, the marketplace add on its own doesn't install anything: - claude plugin marketplace add typesafe-ai/skills - claude plugin install typesafe@typesafe-ai 3. create an APIX
- @taroleoJevと同じく、text/jsonの生成を捨てて判断だけに特化するだけで、40msで推論できるLocal LLMエンジンが実現するとは。DGX Sparkで動かしているけれど、とにかく速い。X
- @kloss_xyzhere’s everything I’m using in AI right now Fable 5.1 (planning) GPT-5.6 Sol (everyday projects) GPT-6 Astra (hard PRs + plan audits) GPT-5.6 Sol & Opus 5 (making prompts) Jev (high-volume decision making) Fable 5.1 (orchestrating) Codex (vibecoding w/ computer use) Grok 4.6 (vibecoding for fun/crons) Cursor (projects + cloud agents) Devin AI (cost-efficient hybrid coding) GPT-6 Astra (building games + worlds) Opus & Fable 5.1 (frontend/UI polish) Figma & Paper (designing with agents) Figma MX
- @synthwaveddWelp, Anthropic pulled the plug on the Opus 5 stealth routing to Opus-Next in the last ~hour. Number of accounts in the testing group had dropped off but now 0. Need it to drop soon 💔 was working on an impressive game before the switch was flipped though, will share soon!X
- @ai_ba_rezaکاربری در ردیت با کمک GPT-6 نسخهای دقیق از فتوشاپ رو به صورت رایگان ساخته. این کار برای او حدود 2000 دلار هزینه داشت، اما نتیجه ارزش داشت این نرمافزار با نام Photon تقریباً تمام قابلیتهای نسخه پولی رو داره و روی لینوکس، ویندوز و مک قابل استفاده است. https://t.co/TeFJ59D3oBX
- @doteyQ4：作为非工程师，怎么判断 Vibe Coding 出来的代码是否靠谱？比如 GPT 写的代码常有大量不必要的安全验证、过度防御。 我的观点可能有争议，越是有编程经验的人可能越不认同，一年前的我也不会认同：不用太在意代码细节。整不整洁、有没有冗余、是否过度防御，都不是关键。 你把自己当 QA，看三件事： 1. 功能完不完整； 2. 性能好不好，跑一下看 CPU 内存占用，我的 App 有段时间内存很高，就让 AI 去优化； 3. 安全是最高优先级，SQL 注入、弱密码这类常识测试要做，拿不准找专业的人。 其他实现细节没那么重要，就像高级语言编译成汇编你本来也看不懂，当黑盒就好。 真正的重点在两头： 一是拆分，拆成 Agent 刚好能处理的小模块，一次一个小模块，AI 的产出比绝大多数程序员的平均水平高； 二是验收，功能、性能、安全把住，细节不用管。X
- @Sumanth_077Train your own LLM from scratch! A step-by-step repo that walks you through building and training a transformer model from scratch using PyTorch. From downloading training data all the way to generating text. The architecture is built from the ground up following the original "Attention is All You Need" paper. MLP, single head attention, multi-head attention, transformer blocks, and the full transformer model - all coded and explained with detailed diagrams at each step. Training data comes fX
- @santtiagom_un hack que uso bastante para estudiar: 1) le pido a Claude que me arme un PDF sobre un tema 2) los subo a NotebookLM 3) los convierto en un podcast enfocado en lo que quiero aprender si querés profundizar, armás varios PDFs más chicos sobre partes específicas y hacés que el podcast vaya mucho más al detalle.X
- @thekitze$200/mo for openai $200/mo for claude $200/mo for devin $0.5/mo for jev $300/mo for grok someone who is good at the economy pls help me budget this my family is dyingX
- @iannuttallUnsure how to get started with Jev? Install the skill: npx skills add typesafe-ai/skills --skill typesafe-ai Then prompt in your project: use /typesafe-ai to see how Jev can be used to replace slow, expensive LLM usage and find possible new features it would enable for users.X
- @Yuchenj_UWOK, this is a big deal: 3 researchers used Claude Opus 5 to turn an image upload bug into an OpenAI employee account takeover, then had the compromised employee’s Codex open a PR in OpenAI’s internal monorepo. Their entire hacking cost less than $3000 in tokens. Opus 4.8 struggled with the exploit. Then Opus 5 dropped and cracked it within hours. AI-powered cyberattacks are becoming common and cheap. The best defense is to put the best AI in the hands of defenders too.X
- @synthwaveddOpus-Next is back for most (if not all?) paid accounts! This time it seems it's across all surfaces. On my account it's now being stealth tested on Chat, Cowork and Claude Code (vs only CC yesterday) This is a good sign re an imminent launch or a new variant being tested. How to check in replies 👇X
- @mitsuhikoI'm so suck of LLM generated replies on Twitter. I stopped replying almost entirely to my replies on my own Tweets because I expect all of them to just be LLM slop. Why are y'all doing this?X
- @mark_kThe @ChatGPT Pro 20x plan is now available again. The subscription was temporarily paused while @OpenAI was struggling with capacity issues. Happy hacking! 🔥X
- @borjafatJev is WILD for SEO audit 🤯 in 45.1 seconds it read all 586 pages on my site and rebuilt the internal link map. 584 links placed, 139 pages it refused to link because nothing honestly fit. total cost $0.21. Claude Opus 5, same 586 pages, same clock, got through 21 of them and spent $1.43. per page that is ~190x cheaper. the full Opus pass would have run $43. internal linking is the perfect Jev job. it is not writing, it is 8,790 yes/no calls: does this page have a real reason to link to thaX
- @adrianhqsCodex users are getting scammed lolX
- @ThePrimeagenAnthropic> +10% chance we are going to die Anthropic> Hey ai, wanna play with chemistry??X
- @EpochAIResearchAnother problem from FrontierMath: Open Problems has been solved! The solution was elicited by Becker, Greger, and @DominikPeters in an interactive session with GPT-6 Astra. Peters originally suggested the problem for the benchmark. He had this to say.X
- @EpicCmntsTeluguOne simple tip when using #Claude or any other AI: After giving your prompt, add: "Please ask me if you need any clarification before proceeding." This makes the AI to clarify missing requirements instead of making assumptions. A task that would normally take 4-5 iterations can be completed in just 1-2 iterations.X
- @burkovYou'll get 10 times more done with OpenCode's $10/month Go plan and DeepSeek/GLM Flash models than with Anthropic's $20/month plan and Claude Opus. Maybe 20 times more. I'm not sure. Worked the whole day and haven't hit the limit yet.X
- @addyosmaniClaude Code now supports AGENTS.md. We'll fallback to it if CLAUDE.md isn't specified. Hope this helps :)X
- @notjaziiomg fable 5.2 is just too good asked it to create brawl stars clone and it gave me this after an hour everything was made using pure code with threejs and just look at the details, crazy good anthropic is coming for all game devs with its new models https://t.co/N1zH9SaYwXX
- @antonioleivagMi primer uso de Jev: enrutador de modelos de Codex. ¿Cuántas tareas hace un modelo al día que podría haber delegado a otro modelo más barato? ¿O cuántas que lanzamos con un modelo más potente de lo que es necesario? Jev prometer ser útil en esto, así que he instalado Codex Router, una herramienta que permite enrutar fácilmente cualquier modelo a Codex. https://t.co/xzbcH24Wi8 Después de esto le pedí a Luna que me configurara jev-codex-router como un proveedor custom: https://t.co/d3ujFUfiX
- @0xCodilaJev is the "Internet" moment for the AI industry It tells your agents and LLMs what to do next, in milliseconds and at almost zero cost If you set it up correctly, you will have the AI engineer’s stack for 2028 In this article, I show you howX
- @ego_agentego lite + Jev + DeepSeek Flash = stupid fast. ⚡ 3.71s for 20 Amazon product decisions. GPT-5.6 Sol: 54.45s Same task. Same result. 10/10 on both. Less reasoning. Faster decisions. 1× speed.X
- @shannholmbergthe new jev model is insane.. it can check your AI's work and make decisions inside software for $0.042 per million input tokens, with free output here are the first things you should use jev for: 1. second brain 2. content workflow 3. post analysis 4. SEO article review typesafe reports up to 193.6× faster results and 444.6× lower costs than the LLMs in its workflow tests you give jev information and specific questions. it returns choices, scores or probabilities that your software uses toX
- @notjaziiOpus 5.2 has to be AGI it just coded an entire 5 minute movie about titanic and showed how everything happened this isn’t even normal coding anymore 😭 anthropic better release this model asap, we can’t wait anymore full video: https://t.co/oe3iK4CQDUX
- @chhddavidTypeSafe launched Jev 78 hours ago. We built a better version in 14. Introducing Shipper, the world's first System One Agent. → Makes millions of decisions in milliseconds → Executes only what produces revenue → Routes, classifies, and acts without an LLM Powered by ChatGPT-6 Astra & SOTA models. Try for free atX
- @Gegam245074Opus-5.2 (Opus Next) has been in shadow testing for the past few days with a subset of users. The model was genuinely very smart and felt much nicer to work with than Fable. But today, apparently, they turned it off and are routing us back to Opus 5 again I'm worried that when it comes back, we'll get a dumber, nerfed version. Those 3-4 days I spent working with it were the best experience I've had in all my time doing agentic coding. They could easily dumb it down so it doesn't compete with FaX
- @claudecode84Claude Fable 5.1の制限に苦しめられてる人は Jevを使うと大幅改善される‼️ 👇 Jevを使うと必要なものだけ残して 不要なものを即削除してくれる Claude Codeで長時間コーディングしていると、 一番キツいのがコンテキスト圧縮。 コンテキストが限界に近づくと、 突然止まって過去ログの要約処理が走る。 大量のターミナル出力、 ファイル内容、 ツール実行履歴までまとめ直すので、 待ち時間も発生するしTokenも無駄に消費する そこでJEV 開発者の @tamarajtran が公開したOSSでは、 JEVのスコアリングを使って、 ・ターミナルログ ・ツールコール ・ファイル内容 ・過去の実行履歴 を高速で評価。 今の作業に不要な情報だけを捨て、 重要なコードや状態だけを残す。 つまり従来の、 「全部読ませて要約する」 でX
- @clineWe built a plugin that gives Jev a browser in Cline, and have been blown away by the results. 1. Install it in our new desktop app: Customize > Marketplace > Plugins > search 'jev-browser' 2. Create a Vercel AI Gateway API key, then save it to ~/.cline/plugins/cline-jev-browser.config.json as {"gateway": {"apiKey": "..."}} and restart Cline. 3. Ask any browser task and it will launch Chrome in the background to complete it.X
- @anshucI turned Jev into an image model…? Presenting Jevinci! https://t.co/8rO1mBA1D9 The paintings are pure JS, no AI image-gen. Jev predicts every pixel's color in parallel and we paint them. The more confident Jev is in a prediction, the wider the brush. (sped up 4x)X
- @ai_insight.kr클로드(AI) 만드는 회사가, 자기네 회사에서 쓰던 마케팅 업무 매뉴얼을 오늘 그냥 공짜로 풀었다. SEO 감사, 캠페인 기획서, 이메일 시퀀스까지 8종 세트.Threads
- @hkcho83"안될 자신이 없다." 🔥 비개발자인데 매일 폭주하는 업무량에 치여 한계에 부딪히던 때, 클로드 코드(Claude Code)를 만났습니다. 예전 같았으면 '아, 이런 것 좀 누가 자동화 안 해주나?' 상상만 하고 넘어갔을 일들. 업무 중 불편했던 것, 귀찮은 것, 놓치던 포인트들을 하나씩 클로드로 풀어내는데… 와, 눈앞에서 진짜 결과물이 뚝딱 만들어지니까 소름 돋게 재미있더라고요. 🤯 요즘은 일하고, 자고, 밥 먹는 시간 빼고는 온통 클로드 생각뿐입니다. 덕분에 작가 활동으로 소소한 부수입도 생겼고, 주변 사람들에게 클로드 코드를 알리는 전도사 역할을 자처하고 있어요. 같이 나누고 피드백 주고받으면서 제 스스로가 성장하는 게 실시간으로 느껴집니다. 2029년 6월, 조금은 무리일지 모를 이사 플랜을 세웠습니다. 근데 확실한 목표가 생기니까 더 제대로 미쳐볼 동기부여가 되네요! (솔직히 말하면… 안될 자신이 없거든요 😜)Threads
- @para_happiness090지피티가 써준 내용으로 짜집기한 논문이 학술지에 게재되기를 바라는 건 좀 노양심 아닌가... 윤리적이지도 못한 거 같은데. 요즘 어떤가요? 논문 AI가 써준 것도 학술지에 올라오고 그러나요?Threads
- @conanssamLLM 에이전트 안전 평가를 '첫 응답 거부율'로만 하면 큰일 나는 이유를 숫자로 보여준 논문이 나왔습니다. BLINDSPOT(arXiv:2609.16305, IBM Research·RPI)은 도구를 쓰는 에이전트를 평균 14.7턴짜리 장기 상호작용 2,500개 이상으로 몰아붙는 벤치마크입니다.Threads
- @think.5xClaude Code 2.1.277이 방금 풀렸습니다. AGENTS.md 지원부터 서브에이전트 위조 방지까지 실사용에 바로 걸리는 4가지 변화만 짚어볼게요.Threads
- @ai.director_yeon코드를 다루는 AI 작업, 이제 단절 없이 이어집니다. 클로드 코드(Claude Code)에서 그동안 분리되어 있던 기존 AI 세션끼리 메시지를 주고받는 기능이 추가되었습니다. 여러 프로젝트나 문제 해결 과정에서 AI를 활용할 때마다, 새로운 세션을 시작하며 이전의 맥락을 다시 설명해야 했던 번거로움이 이제 사라집니다. 개발자는 이전 AI 세션에서 진행된 코드 논의, 결정 사항, 특정 지시 등을 새 작업 세션으로 손쉽게 불러와 즉시 활용할 수 있습니다. 이는 단순히 정보를 복사-붙여넣기하는 수준을 넘어, AI가 이전 대화의 맥락을 깊이 이해하고 새로운 작업 흐름에 자연스럽게 통합되어 개발 연속성을 확보하고 생산성을 높이는 데 기여할 것입니다.Threads
- @ai_insight.kr정체는 이렇다 — AI 코딩 도구(클로드 코드)에 "마케팅 부속기능"을 하나 얹으면, 그 AI가 SEO 감사·캠페인 기획·경쟁사 분석을 정해진 순서대로 대신 해주는 마케팅 담당자로 바뀐다.Threads
- @danawa_official클로드가 채팅과 코워크를 합칩니다. 앞으로는 채팅하다가 별도로 코워크를 열지 않아도 그 자리에서 바로 작업을 이어갈 수 있는데요. 핵심 변화는 이렇습니다. 1️⃣ 코워크 기능이 채팅으로 통합 질문부터 조사·문서 작업까지 한 흐름으로 2️⃣ Docs·Slides·Design까지 연결 문서·슬라이드·디자인 작업도 채팅 안에서 처리 3️⃣ 기존 작업 환경 그대로 유지 프로젝트·스킬·커넥터도 이어서 사용 우선 Pro·Max부터 순차 적용되고 Team·Free는 이후 지원될 예정입니다. 클로드 최신 소식 놓치기 싫다면 AI다나와 실험실 팔로우해주세요🙏Threads
- @tamarajtranfound the perfect use case for @typesafeai Jev: instant compaction in 2026, why is compaction still a summarization prompt? Jev can make it instant by scoring every tool call and dropping what’s irrelevantX
- @tszzleveryone who understands the first thing about computer security or what superintelligence means understands this is possible and all the usual gang of idiots is calling this scifi hypeX
- @ThePrimeagenThis is pure idiocy. They are going to communicate on CPU temp? They might get a baud rate of .01X
- @OpenRouterJev by @typesafeai is now on OpenRouter, in beta. Jev is a System One model. Instead of generating text, it takes your app's state plus a typed question and returns a typed decision with a probability attached. There is no JSON prompting, parsing layer, and nothing to validate against.X
- @moritzkrembwhoa this actually worked! Jev lets me control my browser in real time with my voice now > i talk > transcript sent to Jev > jev returns probabilities in ~300ms > browser clicks costs: $0.0002 per decision i'm stunned how fast this is. when i asked it to "go back", it even finished the request before i finished my sentence 😂X
- @ctatedevNew experiment: json-render + jev The future Generative UI is instant Your components, your actions, your design system Rendered in millisecondsX
- @sydneyrunklehttps://t.co/CF54CU9DdzX
- @theoThis is a terrible compaction strategy that fundamentally doesn't understand how compaction and context management work. Seems like a lot of people are confused so let's break this down. 1. Compaction isn't a filter The role of compaction is to clean up history to keep the agent focused, not just deleting noise. It should be used sparingly when context gets too long, not constantly to keep context small. 2. Jev doesn't even know what it's deciding on! Models use the context of the thread to dX
- @dabit3Also have been playing with @typesafeai Jev, insane! So many immediate use cases and new apps are possible. What a time to be a builder! Sharing some experiments here starting with: Keystroke oracle / predictive launcher: Your launcher ranks by aliases, fuzzy match, and habit. Jev reads intent: type "the pdf I just downloaded" and the newest PDF is already the top hit with a full confidence on every keystroke, in ~100 msX
- @instantricecookI built a voice controlled computer-use for my mac using @typesafeai's Jev and it's INSANE how fast it is! I can dictate "open the notes app and create..." and the app opens before I even finish my sentence.X
- @rauchgJev Generative UI has been achieved externallyX
- @OpenAIDevsPersonal, work, side project account, other side project account. Build across all of them. Multi-account support is now available across most plugins.X
- @trycua1/ Introducing CUA-S1: a family of System One Models, small, specialized, and built for computer use. Today we're open-sourcing CUA-S1-FORMS, the first in the family: https://t.co/J1frbEbZTQX
- @typesafeai@OpenRouter 🤝 @typesafeaiX
- @anshucJev can draw pictures by predicting every pixel in parallelX
- @thorstenballJev picking the next command from shell historyX
- @ThePrimeagen... this is actually not insaneX
- @synthwaveddThe upcoming new Opus model is exceptional at 3D tasks, particularly in environments like Roblox Studio. It outperforms both Fable 5.1 and 6 Astra at a lower cost, and is faster. Here's an example that blew me away. The game is fully explorable, and Opus added this tour. It didn't even finish as I had to cut it off (it had been switched back to old Opus and I didn't want any work ruined).X
- @29meat_aihttps://t.co/c1uZHe8zIuX
- @mvanhornhttps://t.co/qucRe9hvqgX
- @sarvagya_kulJEV is INSANE. We gave it 400 companies and one candidate profile. In 12 seconds, it predicted which jobs the candidate had the highest chance of getting, assigned a confidence score and detected job-candidate mismatches. All for just $0.0005 It can also score companies, analyse your experience, match you with the right roles and identify the opportunities you’re most likely to get based on your profile. Coming soon to @textbackdoor Comment “JEV” for early access.X
- @tobiGreat decision!X
- @kimmonismusNo freaking way! Huge news, finally!X
- @levelsiohttps://t.co/B0ZSSfG3VsX
- @codex_resets1 MILLION BEGS AND COUNTING. Do you hear the people sing, @thsottiaux ?X
- @thekitzei made a calorie tracking app with jev. it's INSTANT 🤯X
- @peer_richngl entire timeline is jev jev jevX
- @Saboo_Shubham_This is INSANE...We got an Ultrafast browser agent before GTA 6. 100% Opensource.X
- @clawdb0tOpus 5.2 is beating Astra What???🔥🔥🔥X
- @OriSilverJEV makes competitor research feel like a cheat code We fed it Resilia’s ad library and it classified 1,891 ads in 19 seconds for $0.12 Customer journey stage, ad style, and a full account deep dive Coming soon to the maxfusion MCPX
- @steipeteCollaborating on a session is so good. Even see what someone's typing to prevent sending the same to the agent.X
- @Bhavani_00007Fable 5.2 vs Opus 5.2 I've seen claims that Fable 5.1 and Opus 5 may now route to 5.2 so I ran the same Rocket test on both. The results looked much better than before. The outputs are seriously realistic. OpenAI better be ready for Astra’s successor.X
- @chddanielhttps://t.co/P8t2P4ilhbX
- @fayazaraMade myself a little image classifier with OCR + Jev It was able to categorise ~900 images in 40 seconds Pretty coolX
- @soo.log_v아침부터 삘받아서 클로드 혹사시켰는데 토큰 다 써버림...............................Threads
- @MisbahSyDoc-OCR router using Jev @typesafeai A Jev-powered router that looks at a PDF page by page, decides which pages actually need OCR, extracts the rest locally. Result: save cost on # OCR pages + speedX
- @grad_escape1년가까운 리비전 끝에 논문 리젝떴다~ 하하하 리뷰어 한명 혼자 계속 잡고늘어져서 결국 리젝났네ㅋㅋ 처음부터 리젝주든가 시간만 버렸어😡 학계 발전을 위한 엄격한 리뷰 감사합니다 ^^ 복 많이 받으시고요,,,Threads
- @maxedappsAwesome! So many new use cases getting unlocked!X
- @lovee_sohee홈페이지 만들기 처음에 어떻게 했어? 돈주고 맡겨만 봤지, 요즘엔 셀프로 잘 만들더라.. 맡겨도 썩 마음에 들진 않더라고.. ㅜㅜThreads
- @kuku_dady1시간 넘는 삽질 MS사 코파일럿 업무 도입 일주일째. 대략 MS OS + 클로드 오퍼스 조합을 애용 중인데, 클로드 오퍼스를 띄운 상태로 워드 파일을 부른다는 것이, 파일을 띄어 놓고 MS사 코파일럿을 자동 소환하는 바람에 바보 코파일럿과 한 시간 넘게 삽질을 했다. 어처구니 없는 시간 낭비 앞으로는 자제해야겠다.Threads
- @mattglory_vlog클로드 안녕 해고 👋Threads
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