REAL CASE FILES / 07
What is JEV
being used for?
A complete index of 202 public X posts. Every case keeps the author, media and original post link.
Jev can generate a fight scene on your webpage
Jev can generate a fight scene on your webpage. It asks each block: floor, button, or ignore? Then each hunter asks: chase, wait, flank, or retreat?
Made Jev fight OpenJev in a first person shooter
Made Jev fight OpenJev in a first person shooter.
THE JEV DEMOS SENT ME DOWN A RABBIT HOLE now i have 144 youtube uploads …
THE JEV DEMOS SENT ME DOWN A RABBIT HOLE now i have 144 youtube uploads turning into a content map on one screen here’s the concept i built ↓ 144 real videos from 4 AI channels → thumbnails form a wall → titles get tagge
Jev + Higgsfield = solved auto-routing for genAI models
Jev + Higgsfield = solved auto-routing for genAI models. In this demo, @typesafeai’s Jev evaluates prompt and picks the most fit models for video and image generations on Higgsfield API.
o modelo jev (paradoxo de jevons) com RLCD (reinforcement learning for c…
o modelo jev (paradoxo de jevons) com RLCD (reinforcement learning for calibrated decisions) da typesafe ai
We found the perfect use case for Jev: auto-routing GenAI models
We found the perfect use case for Jev: auto-routing GenAI models. The idea: Jev picks the most cost-effective models for your task, balancing speed and quality. All generations made with Higgsfield API.
tested Jev as a real-time robotics policy in MuJoCo it struggled at firs…
tested Jev as a real-time robotics policy in MuJoCo it struggled at first, so i split each update into two calls: decide what to do next, then decide how to move the arm and gripper Jev doesn’t accept images, it gets sim
another demo for jev for ~instant variable generation
another demo for jev for ~instant variable generation
it's f*cking insane Jev sat between GPT and me, killing every draft that…
it's f*cking insane Jev sat between GPT and me, killing every draft that broke my rules before i saw it. good setup. then Jev did not answer. the agent decided silence was safer and stopped sending me anything at all. to
Jev vs GLM 5
Jev vs GLM 5.3 at chess! Results: ◾ GLM 5.3 won by checkmate in 29 moves ◾ Jev: ~0.3s and <$0.0001 per move ◾ GLM 5.3: ~5.8s and ~$0.008 per move ◾ The whole game cost 24 cents My main takeaway is that it's often useful
📣 Speaker announcement: @CompleteSkeptic CEO, @typesafeai at Cloudflare…
📣 Speaker announcement: @CompleteSkeptic CEO, @typesafeai at Cloudflare Connect Register today:
Jev will be super helpful for agents to make split second decisions in w…
Jev will be super helpful for agents to make split second decisions in workflows, data classification, judgment calls, and hundreds of other use-cases in the enterprise. Here's a quick demo with Box and Jev to make that
Jev scoring 3000 kid snacks with multiple criteria on in 28 seconds for …
Jev scoring 3000 kid snacks with multiple criteria on in 28 seconds for $0.11 🤯
love jev, but upset it - isn't open source
love jev, but upset it - isn't open source? - it lack vision capability? We fixed all of that, introducing A fully open source library which takes any HF model and Jev-ify it, with an API endpoint Now on github, and live
Jev by @typesafeai turns your Mac into an AI agent
Jev by @typesafeai turns your Mac into an AI agent... what this means for You ? - Jev, a new model from a ChatGPT co-inventor, can operate computer tools in real time. - It is 200x faster for Computer use and 400x chea
完全睡不着了
完全睡不着了....这个视频让你完全看懂JEV的恐怖能力 我实际演示了一下，用 JEV 和 DeepSeek 做同一个任务：从当天的海量实时新闻流里，为 15 个品牌快速匹配有没有适合借势的公关热点，并打上结构化意图分类标签 结果是：28 秒内，Jev 狂刷完了整整 428 条数据，并完成了全部的目标分解与分类；而同一时间跑在同样任务上的 DeepSeek V4.1-flash，才刚刚完成 6/428 条 速度被拉开了几十倍，答案甚至在
thanks to @typesafeai jev I no longer have fill out all of those fields …
thanks to @typesafeai jev I no longer have fill out all of those fields on prompt boxes. It picks the agent / model / computer / folder for me. - For a major rewrite it uses Fable + Claude Code. - Changes to an ios app r
Jev is already on OpenRouter
Jev is already on OpenRouter!! It's only been out a day and TypeSafe still has a waitlist. OpenRouter has it though, and that's how we've been running it. The pricing is insane. $0.042 per million tokens in, and output i
Jev from @typesafeai plays @BalatroGame
Jev from @typesafeai plays @BalatroGame. Every hand it sees the cards, jokers, and blind, then picks play or discard in ~200–500ms. After the ante, it shops too. A full run costs less than a cent.
Jev made our Slack agent 2x faster ⚡️ Our agent can be quite slow becaus…
Jev made our Slack agent 2x faster ⚡️ Our agent can be quite slow because it needs to read skills and figure out which tools to call. We used @typesafeai's new model to speed this up by first passing it the prompt and cl
Played around with @typesafeai Jev today, mostly to understand what it d…
Played around with @typesafeai Jev today, mostly to understand what it does for tool calling. Instead of an LLM deciding what to do, I substituted that part with Jev. My learning is that we will be able to make the agent
Jev es una nueva IA creada por Diogo Almeida, uno de los creadores de Ch…
Jev es una nueva IA creada por Diogo Almeida, uno de los creadores de ChatGPT, que promete ser hasta 200 veces más rápida y 400 veces más barata que los modelos actuales. A diferencia de los LLM, no genera texto palabra
这两天关于 Jev 这个模型的热度非常之高，甚至可以说是近半年我重点关注了英推以来，看到的原创内容密度最高的一次。 正好我过去一年一直在跑一个小…
这两天关于 Jev 这个模型的热度非常之高，甚至可以说是近半年我重点关注了英推以来，看到的原创内容密度最高的一次。 正好我过去一年一直在跑一个小项目，其中有一个环节就是要对每天出版的《人民日报》上的新闻做一个分类，判断每一篇文章中是否包含有湖北相关的元素。 一年跑下来，积累了接近 2 万 4 千条数据，其中判定包含的有 1800 条左右。在这些数据的基础上，我随机筛选了一个测试数据集，其中包含了 500 条判定包含的内容，以及 500
Jev Founder, Diogo Almeida (ex-OpenAI): "The next era is not the Claude …
Jev Founder, Diogo Almeida (ex-OpenAI): "The next era is not the Claude Code era. Claude Code is still part of the assistance era - Jev is the next step Jev is x200 faster, x400 cheaper and has 0 hallucination. This is w
JEV is INSANE
JEV 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
Doc-OCR router using Jev @typesafeai A Jev-powered router that looks at …
Doc-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 + speed
instead of generating text, jev from @typesafeai generates structured ou…
instead of generating text, jev from @typesafeai generates structured output this makes it great for classification tasks like model routing, tool selection/search, and guardrails of many forms! it's also ridiculously fa
Make music in real time, just by describing what you want
Make music in real time, just by describing what you want. A demo I build today with JEV and GPT-Live-1 👇
Built a tax document classifier with Jev
Built 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 classifi
So I ranked every AI model till date in a tier list from S+ to F using J…
So I ranked every AI model till date in a tier list from S+ to F using Jev from @typesafeai into an ULTIMATE AI TIER LIST for General Intelligence, giving a lot of weight to both intelligence and performance Agentic Tier
Had some fun taking Jev from @typesafeai for a spin, switching seamlessl…
Had some fun taking Jev from @typesafeai for a spin, switching seamlessly between manual and AI-driven gameplay. It’s clocking 2–3 calls/sec at 60 FPS, with ~150ms avg latency. The most interesting part wasn’t the speed,
ego lite + Jev + DeepSeek Flash = stupid fast
ego 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.
Ai is evolving
Ai is evolving. Jev can be armed at all times. I can speak freely and it knows ( from probabilities ) if im asking my computer to do something or blaberring away at something else. no wake word. speed + affordability + i
e2e + jev from @typesafeai ⚡ I'm building an open-source framework for r…
e2e + jev from @typesafeai ⚡ I'm building an open-source framework for running e2e tests with agents. supports web, mobile (and more!) available soon:
Yes, but can Jev do multi-agent swarms
Yes, but can Jev do multi-agent swarms? Enterprise solutions that self-heal live productions before clients can even refresh their browsers? (Demo slowed down for humans)
I added Jev to the AI Hedge Fund
I added Jev to the AI Hedge Fund. We now get frontier-level trading decisions, 100x faster and cheaper than an LLM. How it works: 1 • set strategy 2 • pick tickers 3 • backtest with Jev System now runs in seconds, not mi
Jev is now in charge of this account's humor
Jev is now in charge of this account's humor
jav @typesafeai - jestem pod wrażeniem 🤩 Cool
jav @typesafeai - jestem pod wrażeniem 🤩 Cool. Napisałem kolejne demo. Myślę, że teraz to widać potęgę modelu ... i o co chodzi i widać prawdziwą wartość biznesową. Akt I - X-ray: „jedno zapytanie, wszystkie pytania nar
I've had access to Jev by @typesafeai for about 30 hours now and I can't…
I've had access to Jev by @typesafeai for about 30 hours now and I can't stop thinking of the million places it can be used 🤯 Meanwhile, checkout this fun snake game I built where 2 Jev's compete with each other to take
UN TÍO ACABA DE LEERSE LOS 1
UN TÍO ACABA DE LEERSE LOS 1.891 ANUNCIOS DE SU COMPETENCIA POR 12 CÉNTIMOS Bueno, leérselos no. Se lo pidió a JEV, el modelo nuevo de TypeSafe → 1.891 anuncios → 19 segundos → 0,12 $ Y no es un resumen. Es cada anuncio
jev is an insanely cool product Saw a post about jev and decided to chec…
jev is an insanely cool product Saw a post about jev and decided to check it out This thing is straight up gold whoever built it is a genius jev is the future Scanned over 700 live ads in 40seconds flat, and it cost me j
Live @typesafeai Jev demo at @AgentConf
Live @typesafeai Jev demo at @AgentConf
JEV is insane for competitor research
JEV is insane for competitor research! We gave it Resilia's ad library It classified 1,891 ads in 19 seconds for $0.12 costumer journey step + Ad style And a complete deep analysis of the account Coming soon to maxfusion
built a chrome extension that lets me write my own X algorithm
built a chrome extension that lets me write my own X algorithm. it hides engagement bait, empty hooks and ads before I see them. the rules are plain English. Jev by @typesafeai checks every post in half a second. anyone
I rebuilt my job crawler with Jev
I rebuilt my job crawler with Jev. The task: start at a company's official homepage, find Careers, and identify jobs that match my profile. Before, with an LLM: ~5 minutes. After, with Jev: just over 20 seconds in my tes
i gave jev ₹1,00,000 to trade nifty intraday at 5x leverage
i gave jev ₹1,00,000 to trade nifty intraday at 5x leverage. this isn't paper trading but real money on my real kotak account put to use. we hit our ₹1,000 hard stop today after a pretty green morning. will keep tuning t
Got early access to @typesafeai Jev and spent a few hours building on it
Got early access to @typesafeai Jev and spent a few hours building on it. The problem I keep hitting: agent traces tell you which tool ran, how long it took, what it returned but never whether the agent is actually getti
ok so you can also make Jev auto-decline cookie banners and pop ups now …
ok so you can also make Jev auto-decline cookie banners and pop ups now here's a demo of it working on different websites (gymshark, fashionnova, nypost)
jev is INSANE
jev is INSANE. we gave it a library of 11 million+ videos on tiktok & ig and asked it to find viral "bloom nutrition" content. in 20 seconds, it gave us over 384 videos, breaking down the hook, format & angle that made e
I got access to Jev and immediately plugged it into Claude Code to see i…
I got access to Jev and immediately plugged it into Claude Code to see if it actually FIXES the biggest pain of agent workflows: context compaction > result: pretty wild Quick context for those who missed it: Every Claud
Takie modele jak JEV (System-1) zmienią moim zdaniem bardzo dużo
Takie modele jak JEV (System-1) zmienią moim zdaniem bardzo dużo. Obecne modele LLM symulują System-2. Dla mnie implementacja jev to jedna z najświeższych koncepcji ostatnich miesięcy. Niby nic szczególnego (dynamiczny k
Jev unlocks SO many awesome new ideas
Jev unlocks SO many awesome new ideas. I built a macOS app that monitors my Downloads folder along with a customisable set of rules. Is the downloaded file an invoice? Move it to a special folder with the correct filenam
Every model wants the job
Every model wants the job. The fast one says, “I’ve got this.” The reasoning model asks for more context. The safety model says, “Absolutely not.” Jev steps in and sends each task where it belongs. Jev decisions cost $0.
@typesafeai のJevを使って、Local Whisperの文字起こしを都度判定して、Macbookのローカルコンピュータの操作を自動…
. @typesafeai のJevを使って、Local Whisperの文字起こしを都度判定して、Macbookのローカルコンピュータの操作を自動化して、あれこれするのやってみました！ Chrome のページは Browser Harness、Slack やNotionは Mac の Accessibility で認識して操作してる。 実装はGrok4.6のみ(Codexの制限きてたんで）
JEV is INSANE
JEV is INSANE. We gave it 700 high-intent leads and personalised outreach messages. In 40 seconds, it predicted how each message would perform, assigned a confidence score and detected lead-message mismatches. All for ju
TYPESAFE RELEASED A MODEL THAT DOESN'T GENERATE TEXT, AND IT BREAKS THE …
TYPESAFE RELEASED A MODEL THAT DOESN'T GENERATE TEXT, AND IT BREAKS THE COST FLOOR OF THE AGENT LOOP jev is what they call a system one model. you send it a state and a set of questions, it returns typed answers with pro
🔥 卧槽了，jev 简直太适合 codex 用户了，强烈建议 codex 用户去尝试下 jev 因为 jev 非常适合需要快速进行复杂决策和评…
🔥 卧槽了，jev 简直太适合 codex 用户了，强烈建议 codex 用户去尝试下 jev 因为 jev 非常适合需要快速进行复杂决策和评估的场景，所以和 codex 的 computer use 功能简直是绝配。 直接把 jev 用作判官，指导 codex 快速操作你的电脑，既准确又节省 token。 要使用的话需要去官网申请👇，如何申请我已经录制好视频了，跟着操作即可
thanks to @typesafeai's Jev we now have massively parallel browser-based…
thanks to @typesafeai's Jev we now have massively parallel browser-based adversarial testing suite that tries to break each release. and it costs pennies.
Jev is insane for ad research
Jev is insane for ad research. I built a tool that scores every shot of any video ad on meta in 1.5 seconds. It runs on Maxfusion + @typesafeai I pushed 450+ ads through it in less than 3 minutes. It pulls any advertiser
9 Use Cases I thought of for Jev Hope you find it useful
9 Use Cases I thought of for Jev Hope you find it useful
卧槽，居然真有比Codex内置computer use更快的操作电脑的方式 我尝试用Codex+Jev打造了一个加强版computer use，…
卧槽，居然真有比Codex内置computer use更快的操作电脑的方式 我尝试用Codex+Jev打造了一个加强版computer use，我称之为「Jev Use」。比内置的更快更丝滑，token消耗却差不多 下面是我用「添加Mac日历事件」做了一个对比视频，同样的内容，明显可以看到Jev版本整体过程几乎无任何停顿😆
昨晚申请的 Typesafe AI 账号，半夜已通过审批！ 幸运之星在此感谢 @typesafeai @CompleteSkeptic 今天抽空…
昨晚申请的 Typesafe AI 账号，半夜已通过审批！ 幸运之星在此感谢 @typesafeai @CompleteSkeptic 今天抽空写了个 Chrome 插件，通过 Jev 标注 X 平台中帖子内容的意图和概率。 实时判定，并将分类结果以标签的形式展示在时间戳的后面。 分类的类别包括诱导、挑拨、推销、机器生成、说服、娱乐、告知等。 Jev 太疯狂了，几乎秒响应，这在 LLM 上是无法感受到的。 而且我还未细调的情况下，它的分
One of the popular requests since launching @thallyio is a demo of how i…
One of the popular requests since launching @thallyio is a demo of how it works. So here it is! Thally can create a new docs repository on your GitHub account, connected to the products it documents, and other secondary
Jev unlocked a new way to stop AI agents from spinning
Jev unlocked a new way to stop AI agents from spinning. Agents do not always repeat the same action. Sometimes they try different things based on the same wrong assumption. I built a semantic circuit breaker around that.
I gave @typesafeai the most important binary in @SiliconHBO history
I gave @typesafeai the most important binary in @SiliconHBO history. hot dog or not hot dog Try here: Powered by @render workflows
Controlling Figma with voice using Jev from @typesafeai Total cost from …
Controlling Figma with voice using Jev from @typesafeai Total cost from first line of code to recording this video: $0.01 🤯
很多人没看懂爆火的JEV是什么？ 所以我做了一个 50 秒的演示视频，带大家把海外刷屏的 JEV 以及它背后的底层架构看透👇（见下方视频） J…
很多人没看懂爆火的JEV是什么？ 所以我做了一个 50 秒的演示视频，带大家把海外刷屏的 JEV 以及它背后的底层架构看透👇（见下方视频） JEV 是前 OpenAI、参与 ChatGPT / RLHF 的 @CompleteSkeptic（Diogo Almeida）创办 @typesafeai 后的第一款模型 他在 OpenAI 时发现了一个致命矛盾： 通过人类偏好微调（RLHF）训练出来的自回归大模型，存在严重的模式崩溃（Mod
Just hacked a fun little project - Skill Router (Open source) using Clau…
Just hacked a fun little project - Skill Router (Open source) using Claude and Jev @typesafeai Why? I have ~ 90 Claude Code skills installed and use maybe five. The rest are fine, I just forgot they existed, and Claude w
@typesafeai jev playing chrome dino
@typesafeai jev playing chrome dino! the model is incredibly fast! - avg response time: ~280ms - spent 116M tokens - cost? just $4.65. - the input here is a snapshot of the chrome runner - jev decides whether to jump, ru
I built a voice controlled computer-use for my mac using @typesafeai's J…
I 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.
Jev is insane
Jev is insane. We are building egocentric training data for physical AI. Jev QA'd 58,643 action labels in under 3 minutes. 90 cents. A friction cost of the Claude & GPT models.
First Jev use case published live on Bannerbear
First Jev use case published live on Bannerbear! Instant field mapping between template and source, when names are slightly different eg template - photo - name - company_name data source (eg Airtable) - avatar - full_na
Just trying out Jev, I made a Chrome extension that: - Listens to your Y…
Just trying out Jev, I made a Chrome extension that: - Listens to your YouTube audio (optional) - Detects if it gets to a sponsor segment - Skips it ➡️➡️➡️ - All in real-time while costing ~$0.005 per video Prototype pro
Meet Jev (Typesafe's First "System One" model) who knew the next step in…
Meet Jev (Typesafe's First "System One" model) who knew the next step in AI would be making LLMs obsolete... An AI fast enough for real time applications (including playing Doom in real time) where do i sign?
Another crazy @typesafeai Jev example: Predictive spreadsheets Spreadshe…
Another crazy @typesafeai Jev example: Predictive spreadsheets Spreadsheets recalculate numbers, not meaning. Jev reads intent. Type "Urgency" at the top of a column and, as you type, it figures out you want each row rat
pub-sub without sub @typesafeai jev does the routing almost instantly de…
pub-sub without sub @typesafeai jev does the routing almost instantly demo link below
#jev it turned out it's good in snake too
#jev it turned out it's good in snake too! fast too! Survived 321 moves! #demo #day_2 #type_safe
Claude me integró Jev con Playwright para buscar usados
Claude me integró Jev con Playwright para buscar usados. Lee unos 26 artículos por minuto y decide qué hacer con cada uno en 406 milisegundos Descartó los que no encajaban con lo que busco, ofertó por los que sí y hasta
jevデモ② 発話内容に応じたスライドの自動表示。 喋った内容にマッチしたスライドを自動で表示してくれます。PCやポインターを触らずにページを表…
jevデモ② 発話内容に応じたスライドの自動表示。 喋った内容にマッチしたスライドを自動で表示してくれます。PCやポインターを触らずにページを表示できるので、これで誰でもジョブズになれるかも？？ 速い・安いだけでできることがこれだけ広がるのかと感動している。
btw this is what you get if you ask Jev to play Minecraft with GPT-6 Ast…
btw this is what you get if you ask Jev to play Minecraft with GPT-6 Astra. I still can’t believe it
Jev by @typesafeai is now on OpenRouter, in beta
Jev 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
jev is insane 🤯 here is jev playing smash bros against itself he is con…
jev is insane 🤯 here is jev playing smash bros against itself he is controlling all 4 different characters. and literally deciding whats the best move to play against itself all within a fraction of a second i used over
Wow, @typesafeai Jev is a game changer for voice-driven UI
Wow, @typesafeai Jev is a game changer for voice-driven UI. Responsiveness really matters for an experience to 'feel' right, and this certainly does the job! Latency here is not optimal given I'm in London and calling ou
You can use Jev to assemble interfaces on the fly
You can use Jev to assemble interfaces on the fly. Here’s an example I hacked together with Astra. In this demo, Jev turns natural language requests into UI plans in roughly 1 second or less. It’s 6x faster than Gemini 3
Jevで、会話をリアルタイムに観測するセンサーを試作しました。 発言のたびに ・探索 ↔ 収束 ・解消 ↔ 未決 ・未合意 ↔ 合意 を更新し、…
Jevで、会話をリアルタイムに観測するセンサーを試作しました。 発言のたびに ・探索 ↔ 収束 ・解消 ↔ 未決 ・未合意 ↔ 合意 を更新し、会議の状況を可視化します ユーザーインタビューのリアルタイム解析などにも使えそう。
i used Jev to classify a youtubers last 100 videos based on how likely i…
i used Jev to classify a youtubers last 100 videos based on how likely it is to sell me something... it analyzed & assigned a sales intent score to each video within 12 seconds & cost about $0.02 i haven't done a deep di
Jev + SuperX = virality solved ✅ Every post gets 61 questions in ~1s for…
Jev + SuperX = virality solved ✅ Every post gets 61 questions in ~1s for $0.0004 🤯 > fitted on 9,481 real posts from 207 creators > picks the viral post 2 in 3 times > never rewards reply bait So: write, score,
The speed and cost is going to enable use cases that haven't been possib…
The speed and cost is going to enable use cases that haven't been possible before. Here's a quick demo of live decisions of what slide to pull up as I'm speaking, powered by @typesafeai Jev. Also, sorry for the sniffling
By now you've probably seen Jev on your timeline
By now you've probably seen Jev on your timeline. Yes, it's an insanely fast & cheap model. But how does it compare against GPT-6 Astra, Fable 5.1, and Deepseek v4.1 Flash? In this video I compare it against top LLMs on
Told my hermes agent to test the @typesafeai Jev model on an iOS app I’m…
Told my hermes agent to test the @typesafeai Jev model on an iOS app I’m currently developing for OSS Hermes recorded the screen and sent it to me on telegram I’ll continue do some more testing on this model This was the
Jev opens up so many possibilities for gaming 🤯 🏁 I built Wordshift - …
Jev opens up so many possibilities for gaming 🤯 🏁 I built Wordshift - the first semantic typing racer game built with Jev from @typesafeai Slower than a jet, bigger than an elephant, faster than a cheetah. The bigger t
Full Jev Tutorial What it is, how you can build with it and what new app…
Full Jev Tutorial What it is, how you can build with it and what new applications it can unlock → 0:00 Intro → 0:34 Jev explained → 4:06 API setup → 5:59 Demo 1: Voice-controlled browser → 11:33 Demo 2: AI memory → 17:27
I used Jev to make an audience of 100 personalities to yap to
I used Jev to make an audience of 100 personalities to yap to. Each blob has its own personality and makes its own Jev call every time you talk to decide if it’s bored of you yet. Each round costs <$0.01 in credits. R
jev decided to sacrifice a human to save robots when solving trolley pro…
jev decided to sacrifice a human to save robots when solving trolley problems
Behind the scenes of our launch video… chief of staff @justKDeng keeping…
Behind the scenes of our launch video… chief of staff @justKDeng keeping our CEO @CompleteSkeptic on track
I build a SQL extension that turns plain english into a WHERE clause wit…
I build a SQL extension that turns plain english into a WHERE clause with jev @typesafeai WHERE jev(people, 'could work from home') Every row gets judged individually, no index and no embeddings needed. Try it out (don't
found the perfect use case for @typesafeai Jev: instant compaction in 20…
found 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 irrelevant
so I gave jev full control of the falcon-9 class rocket full launch to l…
so I gave jev full control of the falcon-9 class rocket full launch to landing no autopilot, no scripted trajectories, no safety veto in the code every decision was made by jev ( you can see decisions at the bottom of th
I gave an evolution simulation to Jev, a small model from @typesafeai th…
I gave an evolution simulation to Jev, a small model from @typesafeai that answers typed questions with odds instead of writing text. Two species with opposite DNA. 14 generations. An ice age. 432 creatures. Jev decided
I built a trading agent with the all new @typesafeai Jev
I built a trading agent with the all new @typesafeai Jev. You can try it here : Just put your own API key and start playing or clone it from and test it locally. To my surprise the agent was able to take a trade of 2.405
had to try something with jev so i tried what you'd expect from me: grap…
had to try something with jev so i tried what you'd expect from me: graph extraction - score every word with semantic significance (1-5) - also tag relevant words with ID - unique list of high scoring words - graph of hi
i got early access to jev by @typesafeai and decided to build a little e…
i got early access to jev by @typesafeai and decided to build a little extension that judges my tweets while i type them it runs so fast it can react to each keystroke, and it's basically free, after testing for an hour
Small update for today: 1
Small update for today: 1. minirouter/fusion is live. It classifies each request with Jev by @typesafeai, then routes to a handpicked model matched to the task's type and complexity. 2. Codex now lists your presets and o
Jev is a new model from the co-inventor of ChatGPT that can use computer…
Jev is a new model from the co-inventor of ChatGPT that can use computer tools in realtime right now it's playing Minecraft on its own computer in the cloud on Orgo this is what it looks like with just one Jev, but imagi
jev is INSANE
jev is INSANE. in 40 seconds it broke down 724 live ads from 37 brands. every hook. every format. offer. cta. awareness stage. landing page mismatch. used 9 cents of tokens. (will be avail in @stealads + mcp)
The real use-case for Jev
The real use-case for Jev
Inspired by @typesafeai , here is a Jev-compatible public API to play wi…
Inspired by @typesafeai , here is a Jev-compatible public API to play with It runs a comparable open model (Qwen3.6-35B-A3B), and just uses SGLang radix cache to preserve the prefill reuse / really fast parallel systemon
Now we're cooking
Now we're cooking. Got @typesafeai's Jev + AXe controlling the iOS simulator now ultra fast at a fraction of the cost of using an LLM. This is game changing!
视觉版 Jev 来了 仿照着社区的思路，把候选结果映射成固定标签，prefill 完直接采样，限制输出 token，采用多模态的 qwen-3
视觉版 Jev 来了 仿照着社区的思路，把候选结果映射成固定标签，prefill 完直接采样，限制输出 token，采用多模态的 qwen-3.5-0.8B 4bit 量化部署在本地，16g m4 mbp 顺利运行 叠甲：这只是在 infer 层小小的复现一下 jev 的形式，肯定不如各种成熟推理框架效率高，也肯定不是 jev 的正在原理，但是作为 inference 的小入门仍旧是不错的 demo 如下 200ms 实现《三色货品分拣
TypeGPU + ruNNtime + Jev @typesafeai is a very fun combo :D ruNNtime giv…
TypeGPU + ruNNtime + Jev @typesafeai is a very fun combo :D ruNNtime gives me efficient local inference, TypeGPU lets inference and rendering share GPU resources directly with zero copy. That’s 3 separate NN inferences p
Jev v1
Jev v1.13 dodges rockets with probability calculation 🚀 @typesafeai's new non-LLM model returns decisions instead of text so we had it calculate a safe tile every 330 ms while rockets fell and it survived 25 of 26 for u
jev is insane 🤯 Here is Jev playing subway surfers at super human speed…
jev is insane 🤯 Here is Jev playing subway surfers at super human speed, and also playing 50 games at once. cost less than a cent to do this run. Jev does not replace llms like astra or fable, but opens up an entirely n
Okay so Jev can actually do computer use really well Without any screens…
Okay so Jev can actually do computer use really well Without any screenshots, or LLMs and no Pixels leave my mac I dont even read the Dom elements A local CoreML model segments every button and UI element on screen. On-d
They say you’re six connections away from anyone on Earth
They say you’re six connections away from anyone on Earth. So I tried Jev from @typesafeai and built this: enter your X handle and someone you’d love to reach. It finds a chain of real follow connections that could get y
What if your slides are smart enough that they navigate automatically
What if your slides are smart enough that they navigate automatically? 👀 Thank you @typesafeai for providing access to Jev! I had this idea for a few weeks, and Jev felt like the right model for this task. (Sorry for th
I trust Jev with my life
I trust Jev with my life
i used jev from typesafeai to build a model router cli you give in a tas…
i used jev from typesafeai to build a model router cli you give in a task and current ai subscriptions you have, the jev tells you which agent/model should pick it up pair this with herdr and it will be a killer combo je
Function calling without waiting for Enter
Function calling without waiting for Enter. Answers only when needed. @typesafeai Jev understands intent and arguments as you type, then executes ahead of time once everything is in place.
Jev + Kimi K3 for fraud detection
Jev + Kimi K3 for fraud detection! TLDR: Jev classified 100 emails in 1.42 seconds, then I routed the uncertain cases to Kimi K3. The full pipeline got 96/100 correct for only ~$0.07. Video is not sped up, check out the
Jev enables instant AI suggestions 👏 In this app, 20+ intelligent check…
Jev enables instant AI suggestions 👏 In this app, 20+ intelligent checks occur every time you edit a cell, immediately providing warnings. No LLMs necessary!
I just built Easy-Jev, a Jev demo anyone can try right now
I just built Easy-Jev, a Jev demo anyone can try right now! Change the inputs and watch the classifications change in real time. I did my master's thesis on classification models so it's fun to see a modernized version o
Will Jev @typesafeai turn $10
Will Jev @typesafeai turn $10.000 into profit? Let's find out! Running decisions for paper trades via
Introducing the Papers with Code MCP server
Introducing the Papers with Code MCP server! To celebrate its release, I've asked Claude Code to research the architecture of Jev by @typesafeai using the `search_papers` tool. Here's what it came up with: "If Jev is arc
Jevで次の文章予測判断させるロジック作って、 判断特化AIのJevで、AIチャットできるアプリ作ったんだけど、まず爆速だし、入力は$0
Jevで次の文章予測判断させるロジック作って、 判断特化AIのJevで、AIチャットできるアプリ作ったんだけど、まず爆速だし、入力は$0.042 / 1Mトークンだけど、出力が無制限で無料でした。 出力無料のAIチャットってなんだこれw 「え？これ作れちゃっていいん？」ってなってる。。。 #Jev
Built the ultimate syntax highlighter using @typesafeai Jev (i mean why …
Built the ultimate syntax highlighter using @typesafeai Jev (i mean why not). It can highlight any language, even one that I made up.
Building got faster
Building got faster. Taste didn’t become optional. Framer is where frontier teams like @typesafeai still go when the site has to look like a serious company on day one.
got Jev to review my PRs
got Jev to review my PRs. ~200x cheaper than Claude and it answers in half a second 6 real PRs in the video. $0.00007 each. 1,000 PRs = 7 cents vs ~$14.50 on Opus 5 paste a diff → ONE call to @typesafeai → 14 typed check
I got access to Jev by @typesafeai today morning and I built a cool use …
I got access to Jev by @typesafeai today morning and I built a cool use case for it Introducing DiffJury - simply paste any public PR link and Jev tells you immediately if it's safe to merge or does it require review ✅ �
whoa this actually worked
whoa 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 ho
Another useful use-case with Jev from @typesafeai - AI text classificati…
Another useful use-case with Jev from @typesafeai - AI text classification. Very close to @pangram, 6000x cheaper, 5-10x faster Tested here on a @paulg essay!
昨天出的 Jev 模型 适合高频决策，那岂不又是适合打游戏？ 之前用 GPT-6 Astra 代打杀戮尖塔2 能力强但速度慢。 我刚实测用 Je…
昨天出的 Jev 模型 适合高频决策，那岂不又是适合打游戏？ 之前用 GPT-6 Astra 代打杀戮尖塔2 能力强但速度慢。 我刚实测用 Jev 打，行动思考只需 0.7秒， 画面我都没看清它就操作完了。 这超人类游戏速度， 着实又让我震惊瘫坐了😅 语言很难描述这感觉，看视频⬇️
Jev is here
Jev is here. - how is different from an LLM? - how does it work under-the-hood? - what are some real life examples? - when should I use it? I answer all that below:
This is cool
This is cool. I used Jev to improve my custom memory system. Results: → 94% fewer tokens used → 2–3× faster memory retrieval This was just a quick test, but I believe it opens up so many new opportunities.
If you blink you might miss it Jev + Computer use = 100x faster than any…
If you blink you might miss it Jev + Computer use = 100x faster than any LLM @typesafeai
I gave Jev a robot arm
I gave Jev a robot arm. Goal: red cube in the green box. Catch: the cube was out of reach. It grabbed a hook, dragged the cube closer, put the hook down, and finished the job. Tool use was never programmed, the model jus
i have created moderation guard based on typesafe's jev its fast and acc…
i have created moderation guard based on typesafe's jev its fast and accurate live demo you can:
Built a Grammarly-like Mac app with Jev
Built a Grammarly-like Mac app with Jev. Jev is TypeSafe’s first “System One Model”, built for fast, structured decisions rather than generating text like an LLM. I wanted to see how fast that feels in a real app.
Had jev, claude haiku 4
Had jev, claude haiku 4.5, and gemini 3.5 flash-lite play tetris. Same 200 pieces, same legal moves, real time. Jev: 9200 pts, 75 lines, 300ms/move, 0 errors Claude: 8900 pts, 72 lines, 1.52s/move, 0 errors, $0.48 Gemini
I got access to @typesafeai's Jev model and got it to play Pac-man Jev d…
I got access to @typesafeai's Jev model and got it to play Pac-man Jev decides which direction Pac-Man should turn at each junction, given the maze state as JSON, and plays in realtime. Demo link →
Zero-shot robot tasks with the @typesafeai api Give it a goal in plain E…
Zero-shot robot tasks with the @typesafeai api Give it a goal in plain English. Jev chains a set of hard-coded primitives. The arm does the thing. No training required. More in the thread below 👇
I built a browser extension with Jev @typesafeai that can hide/collapse …
I built a browser extension with Jev @typesafeai that can hide/collapse posts on X based on natural language. It's so fast that it's not noticeable and insanely cheap...this must be the future of "ad blockers" and conten
I made @typesafeai 's new ultra fast model, Jev, generate text, even tho…
I made @typesafeai 's new ultra fast model, Jev, generate text, even though it shouldn't, that's fine because I can't read, and it can't write** ** up to 20 words for 0.5$, what a steal
I got a rubik's cube to solve itself with @typesafeai 's Jev and it solv…
I got a rubik's cube to solve itself with @typesafeai 's Jev and it solves it like a person does, 94 moves, not the 22 move optimal solution. Jev isn't an LLM, it just answers one question in ~250ms with a probability. s
Ask Jev anything
Ask Jev anything. Give it a try at It won't answer. It will judge. Let's see if we can get to 1 million questions. @typesafeai 🤝 @convex work great together. @hmartenjoyer @CompleteSkeptic @justKDeng @mikeysee
Got @typesafeai’s Jev playing Minecraft Skyblock
Got @typesafeai’s Jev playing Minecraft Skyblock. One agent, reading the game state and choosing its next move through typed decisions.
arkadaşlar jev'e early access aldım ve test etmeye başladım ve gerçekten…
arkadaşlar jev'e early access aldım ve test etmeye başladım ve gerçekten çok impressed olduğumu söylemem lazım sadece şu kaydettiğim demoyu bi izleyin lütfen. kesinlikle hızlandırılmış bir video değil. 4 tane jev karşılı
For those who still didn't understand what Jev from @typesafeai can do, …
For those who still didn't understand what Jev from @typesafeai can do, here is the example. Jev can read dozens of structured trading signals and then show intelligent decisions. It's time to make your system actually a
話題のJevで架空のペルソナ150人に製品の導入意向を聞く仕組みを作ってみた。150人ごとに12個の質問をAPIで投げる。 実際にかかった費用は…
話題のJevで架空のペルソナ150人に製品の導入意向を聞く仕組みを作ってみた。150人ごとに12個の質問をAPIで投げる。 実際にかかった費用は、1.8円でかかった時間は約5秒。十分爆速だけど日本↔︎アメリカのレイテンシが含まれているので本来はもっと早いはず
🚨 I gave the Trump vs Kamala debate a live BS meter using Jev every sen…
🚨 I gave the Trump vs Kamala debate a live BS meter using Jev every sentence, both candidates, 5 yes/no questions each 1,191 Jev calls / 1.18M tokens / 415 ms median total cost : $0.0497 same questions for both, clips p
Built an alternative version of @typesafeai but on @cerebras with Qwen 3
Built an alternative version of @typesafeai but on @cerebras with Qwen 3.8 27b. Similar quality, similar performance, but vastly different cost. TypeSafe was way cheaper, and did beat Qwen on performance. Closest we can
built `jev-review` @typesafeai it's an experimental, local-first MCP plu…
built `jev-review` @typesafeai it's an experimental, local-first MCP plugin that gives coding agents a score quality feedback loop across different metrics. agents call jev while they work, get scored, make improvements,
Jev is actually insane
Jev is actually insane. We benchmarked it, and the results completely change the game for us: > 500 real-time agents > running in parallel > in a 3D environment The preliminary results are crazy: > 500ms average latency
Built a model router with Jev by @typesafeai
Built a model router with Jev by @typesafeai. Jev decides what model fits your request best and the request is sent to that model.
I talk
I talk. Codex clicks. Watch the browser go⚡ This video is 1× !!! speed. Built Jev Browser: an open-source adapter for your existing Codex browser tools. Say the task naturally; Codex plans, Jev selects, the browser moves
Ran a dumb experiment last night: used Jev by @typesafeai (a decision/cl…
Ran a dumb experiment last night: used Jev by @typesafeai (a decision/classifier model, not a text-gen model) to write C++. At every step I gave it the finite set of grammatically valid next tokens and let it just... pic
I used Jev to classify 1,018 AI research papers
I used Jev to classify 1,018 AI research papers. The result: $0.08 total cost and 256ms median end-to-end latency per paper. The pipeline was: 1. Summarize each paper with DeepSeek V4 Flash 2. Send the title + summary +
Built an SO-101 pick and place simulation using GPT-6 Astra and @typesaf…
Built an SO-101 pick and place simulation using GPT-6 Astra and @typesafeai Jev. Astra reads overhead and wrist camera images and produces structured observations and Jev returns typed decisions with probability scores.
Big AI news
Big AI news... Jev enables this microphone that mutes you when you talk BS @typesafeai
Breaking: Browser Use + Jev = Ultrafast ⚡ Findings flights took 7s and c…
Breaking: Browser Use + Jev = Ultrafast ⚡ Findings flights took 7s and cost only $0.0039 🤯 > new action space every step > DOM state space > small LLM fallback to type (this video is at 1x speed btw) Built a ti
Alright @typesafeai cooked Jev is truly the next era of building w LLMs …
Alright @typesafeai cooked Jev is truly the next era of building w LLMs Added this to Scappa tonight
Acabo de terminar la implementación de @typesafeai + Chromium Headless p…
Acabo de terminar la implementación de @typesafeai + Chromium Headless para que mis agentes puedan navegar por internet a una buena velocidad! En este ejemplo le pido al agente que entre a la página del término "Café" en
"jev can't generate text" But jev has a lot to say
"jev can't generate text" But jev has a lot to say! I gave him a couple hundred common english words to choose from + punctuation
I think the implications of jev on self-driving could be huge
I think the implications of jev on self-driving could be huge
卧槽，JEV 的出现很可能就是自动智能交易的起点。 昨天JEV在AI 圈刷屏，今天 Monad 工程师就用JEV做了一个自动交易机器人。 实时读…
卧槽，JEV 的出现很可能就是自动智能交易的起点。 昨天JEV在AI 圈刷屏，今天 Monad 工程师就用JEV做了一个自动交易机器人。 实时读取 MON/USDC 价格，JEV 不负责写分析报告，也不跟你解释一堆逻辑，它只做最核心的事，判断 Buy 还是 Sell，再给出置信度，然后直接把交易发到 Kuru 的链上订单簿执行。 这一下我突然明白 JEV 为什么要做成一个不会说话的模型了。 交易根本不需要 AI 每 300ms 给你写一
I got access to Jev
I got access to Jev! It can route website visitors to the pages they need based on what they need help with!
Finally I got access to @typesafeai (thank you guys
Finally I got access to @typesafeai (thank you guys!) Jev + emulator lookahead cleared Super Mario Bros. 1-1 only 0.04$. In this setup, Jev sees no pixels: I parsed RAM into structured state, simulated controller macros,
Jev solved delegation
Jev solved delegation
Jev VS Fable 5
Jev VS Fable 5.1 VS GPT-6 Astra: chess typesafe's new Jev V13 isn't an LLM. it doesn't chat, doesn't explain, doesn't write code — it only makes decisions. so we made it play blitz against frontier LLMs. the test: 5+0 bl
Spent the evening making sense of this, so here's Jev in 34 seconds
Spent the evening making sense of this, so here's Jev in 34 seconds. Super excited to build some incredible things with @typesafeai what a time to be alive...
I built a trading bot with Jev
I built a trading bot with Jev! Jev decides if it should "buy" or "sell", given the price feed of an asset pair, and executes real trades. It uses Monad to place the orders on Kuru's on-chain order book in every 300ms bl
Woke up with early access to @typesafeai and was super excited to try
Woke up with early access to @typesafeai and was super excited to try. Got a demo cooking before work this morning where typesafe drives an AI co-op partner in my @threejs action game. Can see the log on the right tracki
I rebuilt Tesla Full Self Driving with Jev in less than an hour
I rebuilt Tesla Full Self Driving with Jev in less than an hour. This model is a total unlock.
Testing @typesafeai Testing TypeSafe as the decision layer for an AI gam…
Testing @typesafeai Testing TypeSafe as the decision layer for an AI game companion. It reads the player’s message and game context, then returns an action, destination, and confidence. Game code makes the character act.
Jev by @typesafeai works quite well for drone applications
Jev by @typesafeai works quite well for drone applications. Made this in 15 minutes and only cost 10 cents. Repo:
JEV CAN DRIVE
JEV CAN DRIVE! 🤯 I hooked up Jev to the raw controls of a driving simulator, this video shows him driving in realtime. Realtime is the kicker here. Asking a model what to do every 50ms then rendering that into a "realti
For those trying to understand the difference between Jev and LLMs + how…
For those trying to understand the difference between Jev and LLMs + how to use it
jev + kernel browser use demo pretty freaking cool
jev + kernel browser use demo pretty freaking cool! so fast! try it yourself:
I got early access to @typesafeai's new Jev model and built a demo of it…
I got early access to @typesafeai's new Jev model and built a demo of it playing tetris The generation speed is so fast that it's pushing blocks down This feels like another "this changes everything" moment
Jev solved local harness/model routing I use a combination of Claude Cod…
Jev solved local harness/model routing I use a combination of Claude Code, Codex and Opencode as my local agentic stack and routing to other harnesses was always enforced in the system prompt/rules With a deterministic h
okay so browser use is a legitimate use case agent-browser <> Jev …
okay so browser use is a legitimate use case agent-browser <> Jev loop goal: wiki race from 'Coffee' to 'Artificial Intelligence'
ChatGPT's co-inventor Diogo Almeida says his new model Jev is 193x faste…
ChatGPT's co-inventor Diogo Almeida says his new model Jev is 193x faster than AI. Jev by TypeSafe never writes text. Context in, typed decision out. YES or NO instead of an essay. You are paying a chat model to think fo
@typesafeai jev is 5x faster and 1000x cheaper than astra at playing 204…
@typesafeai jev is 5x faster and 1000x cheaper than astra at playing 2048! though it (clearly) does not excel at reasoning compared to state of the art models like astra and fable what should we try next?
typesafe's jev is fun
typesafe's jev is fun! live demo you can play with:
Testing apps with @typesafeai jev & @opencode will be soooo fast sma…
Testing apps with @typesafeai jev & @opencode will be soooo fast small demo:
I was wondering if @typesafeai Jev could generate images so here's what …
I was wondering if @typesafeai Jev could generate images so here's what a sunflower looks like according to Jev :
The Jev Doom demo by @CompleteSkeptic is really cool, so while I’m waiti…
The Jev Doom demo by @CompleteSkeptic is really cool, so while I’m waiting for access I tried the same thing with Gemma 4 E2B from @GoogleGemma. Mine takes 640×480 frames directly, with no intermediate text description o
man who co-invented ChatGPT just shipped a model that does in 0
man who co-invented ChatGPT just shipped a model that does in 0.114 sec what GPT Astra does in 8.5. i wired Jev into the routing layer of a build i was running on Astra: same task finished 37 MIN SOONER, zero malformed r
i built computer use using @typesafeai
i built computer use using @typesafeai ! it is 155x cheaper than opus 5, ~20x faster, and generalizes across OS's more on how it works in the vid & thread below:
Jev can draw pictures by predicting every pixel in parallel
Jev can draw pictures by predicting every pixel in parallel
On the Jev waitlist
On the Jev waitlist? You can use not Jev (but close enough) right here: browser demo
Jev (@typesafeai) 使って色々プロダクトで使えそうなの考えてみてる。 dndをしたら自動で仕分け先を教えてくれる体験 最初一回は…
Jev (@typesafeai) 使って色々プロダクトで使えそうなの考えてみてる。 dndをしたら自動で仕分け先を教えてくれる体験 最初一回はちょっと遅いが、そのあとはサクサク
Silicon Valley predicted Jev a decade ago
Silicon Valley predicted Jev a decade ago.
i made an llm from first principles with Jev 29 yes/no questions per cha…
i made an llm from first principles with Jev 29 yes/no questions per character: should the next key be a–z, space, comma, or period? highest probability gets append to it, then fed the updated text back in & repeat a
Here's a 45-second TL;DR on Jev
Here's a 45-second TL;DR on Jev. I find the core idea beautifully simple, but the video made it really hard to understand. Hope you find it helpful.
Silicon Valley predicted @typesafeai
Silicon Valley predicted @typesafeai
got @typesafeai’s new model Jev to play Super Mario Bros
got @typesafeai’s new model Jev to play Super Mario Bros. fast inference + structured outputs makes it surprisingly good for real time use cases. I'm excited to see what can be done with these new models!
@typesafeai playing minecraft, costing only 1 cent (150k tokens) for 2 m…
@typesafeai playing minecraft, costing only 1 cent (150k tokens) for 2 minutes of play automatically knowing to dodge zombies at nightfall with no prompting
I increasingly think future software will combine code for control flow …
I increasingly think future software will combine code for control flow with small neural programs for "fuzzy" judgments. That's what I've been exploring with ProgramAsWeights, which answers the question of where those n
Another brilliant launch for developers: and its 20-200x faster than LLM…
Another brilliant launch for developers: and its 20-200x faster than LLMs because it skips token-by-token generation entirely. TypeSafe AI just launched Jev, > 20-200x faster >40-400x cheaper (w/ output tokens free) > Fr
Is Jarvis finally here
Is Jarvis finally here? TypeSafe just launched Jev, an API for structured decisions that can route models, rank search results and check other AI systems WITHOUT a chatbot in the loop. Imagine a Magic 8-Ball that actuall
we spent 3 years learning how to write prompts Jev from @typesafeai brea…
we spent 3 years learning how to write prompts Jev from @typesafeai breaks big prompts into smaller decisions you can build around instead of one giant prompt hoping the model gets everything right, you ask smaller quest
After co-inventing ChatGPT, I kept asking myself: why have superhuman ch…
After 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