ชุมชน Jev อิสระ
ดูโปรเจกต์ที่มีแหล่งที่มา เรียนรู้ Choice / Score / Noul และสร้างคำขอโดยไม่ต้องล็อกอิน JEV Hub ไม่เรียก api.typesafe.ai
ทดลองฟรีคือเพลย์กราวด์ไม่ล็อกอิน: ตรวจ ส่งสำเนา ดาวน์โหลด ไม่เรียก API
Choice, Score, and Noul stay small. Your code composes the answers.
Plugins, SDKs, and community demos with repository or original-post links. No invented view counts.
Validate, copy, or download systemone JSON. API not called. Keys stay off this site.
Independent of TypeSafe. Official docs remain the contract.
Showcases
Sourced GitHub projects plus community demos with original posts. Filter by category. View counts, if shown, are claimed on the source page, not verified here.
Community demo · Original post
jev is insane 🫣 it makes realtime virtual try-on hauls possible. built this experiment for Drape with @typesafeai > i talk > jev reads transcript + what i'm wearing > picks from my closet > changes my outfit in realtime cost: $0.0011 per decision time: ~620ms per decision
by Nailthy Tang
Claimed on source: ≈ 419.1K views on X. Not verified by JEV Hub.
Community demo · Original post
Built a construction plan-set classifier with Jev. Proq turns civil and building plan sets into bills of materials using an LLM pipeline we built on GPT-4.1. Jev classified an entire 26-sheet plan set in 2.9 seconds for $0.0052. It matched GPT-4.1 and GPT-6 Astra on 100% of
by Trinay Hari
Claimed on source: 1.6K views on X. Not verified by JEV Hub.
Community demo · Original post
okay Jev is an INSANE unlock, I just gave Mario a multiverse. built "Mario Never Dies" with @typesafeai's Jev + microsandbox Jev picks every move and every time Mario dies, we fork the entire VM into 4 timelines and try again. whichever Mario survives becomes canon. it is like
by appcypher
Claimed on source: 6.5K views on X. Not verified by JEV Hub.
Community demo · Original post
Introducing jev board, short for jevin keyboard. Fast, reliable models unlock much subtler experiences for building ambient intelligence into interfaces. A small exploration at the edges of GenUI. With done @typesafeai and @CompleteSkeptic
by Zahle Khan
Claimed on source: ≈ 32.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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. Really cool model from @typesafeai !
by amit
Claimed on source: 1.5K views on X. Not verified by JEV Hub.
Community demo · Original post
i got jev + an llm playing doom, with a twist: try several futures, then keep playing from the best outcome. jev picks the moves. a custom harness uses @microsandbox to run attempts in parallel from the same checkpoint. the llm reviews what happened and guides what to try next.
by toks
Claimed on source: 5.1K views on X. Not verified by JEV Hub.
Community demo · Original post
I recently got access to jev from and built this, because I hated the hacker news front page. everyone gets the same stories in the same order. someone else already decided what matters, and it is never quite what matters to me so: six sliders. technical depth, drama, practical
by Vishesh Baghel
Claimed on source: ≈ 32.8K views on X. Not verified by JEV Hub.
Community demo · Original post
The JEV model is so fast and its instruction execution is so powerful that I can accurately identify whether there are advertising or marketing messages in Android by listening to app notifications and SMS messages. Also, it doesn't delete any content; it just stops reminding you
by Ethan
Claimed on source: 7.6K views on X. Not verified by JEV Hub.
Community demo · Original post
I tried out Jev. It's very very fast, and very very cheap. So cheap that you can embed it deeply into all kinds of consumer products where traditionally it wouldn't make sense!! E.g. games! Here's me playing codenames w/ Jev:
by Hugo Montenegro
Claimed on source: 1.2K views on X. Not verified by JEV Hub.
Community demo · Original post
wanted to see what happens when a few Jevs play Catan so I forked...after a while the Jevs just refuse to negotiate with each other and end up doing nothing on their turns 😭 really fun model to play around with!! @typesafeai awesome idea to try jev with games @Vtrivedy10
by Sachin
Claimed on source: 2.4K views on X. Not verified by JEV Hub.
Community demo · Original post
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
by Wayne Sutton
Claimed on source: 95.6K views on X. Not verified by JEV Hub.
Community demo · Original post
introducing JevForm, a form that dynamically branches and chooses what to ask next usinng @typesafeai’s Jev in my life i’ve made hundreds of forms with crazy if/then logic. Jev solves it. built with @vercel json-render (by @ctatedev), so theoretically it can support any
by Tamir
Claimed on source: 5.3K views on X. Not verified by JEV Hub.
Open-source plugin · Third-party
Claude Code plugin and npm library that asks Jev which tool calls to keep, instead of summarizing the transcript.
by tamaratran
Open-source plugin · Third-party
Pi, Claude Code, and Codex CLI guard that asks Jev whether a tool call is on-task, risky, or injected before it runs.
by harshwasan
Official SDK · Official
Official TypeScript/JavaScript client for POST https://api.typesafe.ai/v1/systemone.
by TypeSafe AI
Community workflow · Guide
One state, three typed questions: pick a team, rate urgency, and check for an explicit refund ask.
by JEV Hub
Community workflow · Guide
Use Jev as a keep-or-drop judge for agent transcripts instead of summarizing paths and error strings.
by JEV Hub
Community demo · Original post
Built Jev Search -- free and open source, powered by @typesafeai Jev and @search1api_dev search API. Ask in plain language. Jev picks where to search and ranks what comes back. Try it now:
by fatwang2
Claimed on source: 208.5K views on X. Not verified by JEV Hub.
Community demo · Original post
I've wanted this for ages and it's finally possible now with Jev by @typesafeai Imagine Mobbin, but it grabs fresh flows for whatever you’re looking for Browser use has always been to slow to pull this off properly. Jev + browser use are insanely quick now I had a lot of
by omar ✌️
Claimed on source: ≈ 48K views on X. Not verified by JEV Hub.
Community demo · Original post
jev semantically formatting spreadsheet instantly should we put it in @tryshortcutai ?
by Robert Yang
Claimed on source: 40K views on X. Not verified by JEV Hub.
Community demo · Original post
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 tiny open source browser agent. try it below ↓
by Gregor Zunic
Claimed on source: ≈ 3000K views on X. Not verified by JEV Hub.
Community demo · Original post
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 rated from "no follow-up needed" to "urgent" in ~100 ms.
by nader dabit
Claimed on source: ≈ 271.4K views on X. Not verified by JEV Hub.
Community demo · Original post
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
by tamara
Claimed on source: ≈ 3600K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev scoring 3000 kid snacks with multiple criteria on in 28 seconds for $0.11 🤯
by Nikunj Kothari
Claimed on source: ≈ 90.9K views on X. Not verified by JEV Hub.
Community demo · Original post
I build an undetectable realtime adblocker extension with typesafe It checks every dom element and classifies as ad/non-ad and removes it if true Extremely fun to work with, expecting an incredible shift in how AI is being used in the future
by Zachi
Claimed on source: 203.1K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev is really good at intent-based search! How it looks in Gmail: (for a huge inbox you'd prob let semantic search / embeddings pull first but still much better experience)
by nader dabit
Claimed on source: 132.9K views on X. Not verified by JEV Hub.
Community demo · Original post
Every agent harness can now use Jev npm install -g ai-cli → ask yes/no questions → choose between options → score against your criteria
by Chris Tate
Claimed on source: 116.1K views on X. Not verified by JEV Hub.
Community demo · Original post
If you blink you might miss it Jev + Computer use = 100x faster than any LLM @typesafeai
by sav
Claimed on source: 121.7K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev can draw pictures by predicting every pixel in parallel
by Anshu
Claimed on source: 389.5K views on X. Not verified by JEV Hub.
Community demo · Original post
I gave Jev $10,000 and let it trade
by Abol
Claimed on source: 786K views on X. Not verified by JEV Hub.
Community demo · Original post
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 alive. What a time!
by trou
Claimed on source: 120.6K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev x GPT-6 Astra x H3 Max I created a complex decision making game with Astra. It is about keeping the city on a whale alive with decisions. - GPT 6 Astra designed the world - Jev chose the actions - H3 Max Turbo on fal turned one decision from each round into video All of
by gokaygokay
Claimed on source: 21.2K views on X. Not verified by JEV Hub.
Community demo · Original post
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.
by Higgsfield AI 🧩
Claimed on source: 5.4K views on X. Not verified by JEV Hub.
Community demo · Original post
another demo for jev for ~instant variable generation
by khaled
Claimed on source: 1.1K views on X. Not verified by JEV Hub.
Community demo · Original post
New experiment: json-render + jev The future Generative UI is instant Your components, your actions, your design system Rendered in milliseconds
by Chris Tate
Claimed on source: 1250.9K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev picks the target. MOSS picks up the litter. “Pick up the cans.” Now change the instruction: “Pick up the bottles.” Real Jev decisions, replayed in simulation. Toward cleaner streets, one maker at a time.
by metr0x
Claimed on source: 25.1K views on X. Not verified by JEV Hub.
Community demo · Original post
prompt classifier before user hits send jev is very fast and cheap so we can check the difficulty of the prompt every time user finish typing if its a simple prompt, we show fast mode and let the user decide if they want it or no
by Kevin Grajeda
Claimed on source: 5.3K views on X. Not verified by JEV Hub.
Community demo · Original post
Jevmaxxing on Notte browser sessions ⚡️ > Type a task, hit start, and watch Jev @typesafeai pick every actions super fast from the page's action space. > new action space every step > Notte cloud browser over CDP > step-by-step replay of every
by Notte
Claimed on source: 1K views on X. Not verified by JEV Hub.
Community demo · Original post
first attempt at getting jev to dogfight, it kinda sucks, will keep experimenting
by hanz
Claimed on source: 1.4K views on X. Not verified by JEV Hub.
Community demo · Original post
I gave Jev the news and let it find the stocks worth buying Here’s how it works 🧵
by Abol
Claimed on source: 18K views on X. Not verified by JEV Hub.
Community demo · Original post
I'm using @typesafeai's Jev to orchestrate a 3D character's entire performance. Mouth, brows, eyes, cheeks, gaze and body: ten decisions per message, composed live into one coherent reaction. No preset expressions. Building @mutuals_inc
by Joao Bortotti
Claimed on source: 106.4K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev 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
by borja
Claimed on source: 736K views on X. Not verified by JEV Hub.
Community demo · Original post
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 simplified geometry and contacts as text here
by Dmytro Hrybov
Claimed on source: 39.7K views on X. Not verified by JEV Hub.
Community demo · Original post
Also been playing with @typesafeai Jev. Insane. A pile of apps suddenly become possible. What a time to be a builder. Sharing experiments here. First one: Keystroke oracle / predictive launcher A normal launcher ranks by aliases, fuzzy match, and habit. Jev reads intent.
by hityyhz
Claimed on source: 6K views on X. Not verified by JEV Hub.
Community demo · Original post
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. took a second agent to unstick it. your checker needs a
by Mnimiy
Claimed on source: 17.9K views on X. Not verified by JEV Hub.
Community demo · Original post
Can Jev defeat Dijkstra's or even the Mighty A*? Let's check it out on Manhattan!
by Shivam Chauhan
Claimed on source: 3.6K views on X. Not verified by JEV Hub.
Community demo · Original post
JEV is INSANE. We gave it 3 million replay events In 40 seconds, it watched 3,247 sessions, caught 132 rage clicks, 116 dead clicks and 95 JavaScript errors, and opened 213 draft PRs to fix them. All for just $2.17. JEV can also flag abandoned forms, rank every issue by
by Taras
Claimed on source: 98.5K views on X. Not verified by JEV Hub.
Community demo · Original post
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 to use each one to their strengths: ◾ Fast,
by Hassan
Claimed on source: 38K views on X. Not verified by JEV Hub.
Community demo · Original post
Alright playing with Jev through Vercel. 1. quick coaching support during a session rather than running through my gateway. 2. Anti-slop detector and fixer.
by Kris Puckett
Claimed on source: 1.8K views on X. Not verified by JEV Hub.
Community demo · Original post
I used Jev to build a query planner! With some tuning, I sped up Postgres queries on the join order benchmark by 12%. Here's what I did
by Michael Malis
Claimed on source: 14.3K views on X. Not verified by JEV Hub.
Community demo · Original post
LOGICAL FALLACIES: Next jev tool I'm working on is a @brave extension that gives a probabilistic fallacy score to every post on X timeline in realtime. It also flagged well reasoned, internally consistent + logical posts in green. Was curious to see how Jev would do with this.
by SmalltownRobot
Community demo · Original post
Jev does in fact work for building @clay workflows instantly
by Eric Nowoslawski
Claimed on source: 3.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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 run on one of my macs
by Sawyer Hood
Claimed on source: 10.3K views on X. Not verified by JEV Hub.
Community demo · Original post
🆕@typesafeai dropped Jev this week, a new frontier model optimized for decisions. We put it to work on an incident triage workflow in Box. Jev doesn't generate text. You send it state plus typed questions and it returns booleans with probabilities, enums, and scores in a single
by Box
Claimed on source: 80.6K views on X. Not verified by JEV Hub.
Community demo · Original post
now finds the makers you should meet, near you 🤯 it's crazy accurate and built with Jev by @typesafeai my #1 match was @martbln_dev funnily enough we were DMing about meeting up yesterday 😂 find yours 👉
by Martijn Verbove
Claimed on source: 1.3K views on X. Not verified by JEV Hub.
Community demo · Original post
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.
by Juris
Claimed on source: 31.6K views on X. Not verified by JEV Hub.
Community demo · Original post
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 classifying the best skill, tool and params to use before
by John Yeo
Claimed on source: 34.2K views on X. Not verified by JEV Hub.
Community demo · Original post
If you use omp, you're missing out on jev based compaction It helps your agent optimize token usage with 30 to 55% less context. $0.0005 a pass What it does: - Scores every old tool output with Jev - Keeps what's needed - Parks the rest on disk - Remembers its decisions so
by Jerry the Martian
Claimed on source: 1.2K views on X. Not verified by JEV Hub.
Community demo · Original post
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 act before the user finishes the sentence. So far,
by Pratim Bhosale
Claimed on source: 110.9K views on X. Not verified by JEV Hub.
Community demo · Original post
Introducing Jev Reviewer, a tool designed for systematic reviewers to quickly find and extract the information from research articles. App: GitHub:
by Ahmad Sofi-Mahmudi
Claimed on source: 22.5K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev can't reason. So I built an interpreter that reasons for it. It runs a logic language where the facts and rules are plain English.
by Shawn Simister
Claimed on source: 38.9K views on X. Not verified by JEV Hub.
Community demo · Original post
TypeSafe's Jev plays Tetris better than me!! We hooked it up to a Tetris game. Every piece, it looks at the board and all the spots the piece could land, and picks one in about half a second. A whole game cost us less than half a cent. Their price is $0.042 per million tokens
by Ziwen
Claimed on source: 1.3K views on X. Not verified by JEV Hub.
Community demo · Original post
JEV is Awsome!!! 😎 360 resumes Screened in 24.2s — $0.0212. Typed scores. Shortlist signals. Speed + cost your boss will quietly love. I Open-sourced the resume screener on YouWare. Reply “JEV” to try it. We’re bringing JEV to YouWare soon — smoother builds, more
by YouWare
Claimed on source: 4K views on X. Not verified by JEV Hub.
Community demo · Original post
@typesafeai Jev is FREAKING SICK!! Playing around with it to create an experimental RLS Linter for @supabase. You can check it out here: or view the demo 📺
by Ali Waseem
Claimed on source: 20.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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. All for just $0.0005 It can also score
by Sarvagya Kulshreshtha
Claimed on source: 146.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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
by Misbah Syed
Claimed on source: 26.1K views on X. Not verified by JEV Hub.
Community demo · Original post
Made a real-time slop detector with jev as you scroll
by Robin Bilgil
Claimed on source: 693.6K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev lets me search my physical library by looking at the entire book index in parallel in 300ms. Here, the answer to “Who invented photography?” is probably on page 98 under "Niépce, Joseph Nicéphore"
by Seth Thompson
Claimed on source: 11.2K views on X. Not verified by JEV Hub.
Community demo · Original post
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 classification. Wasn't the case back then, and it's proved wrong
by Nakshatra Saxena
Claimed on source: 234.8K views on X. Not verified by JEV Hub.
Community demo · Original post
I made Jev control The Fly
by khaled
Claimed on source: 1.7K views on X. Not verified by JEV Hub.
Community demo · Original post
So here’s what I built. A simple TSLA / 50-day MA rule, with @typesafeai’s Jev sitting in the judgement layer. Real API calls. Typed answers. My code decides the action. Facts + Judgement = Action. Just an experiment. Public code below.
by Matt
Claimed on source: 50.4K views on X. Not verified by JEV Hub.
Community demo · Original post
got early access to @TypeSafeAI (Jev). in my last post on autoresearch vs dream-rsi, the quiet bottleneck was: how do you score 28+ dreamt tree branches offline without waiting minutes on chat LLMs? tested Jev as the sub-100ms offline decision gate: left: linear
by Otto🐾
Community demo · Original post
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, though. It was distilling the game into the variables,
by Adrián Mato 🐙
Claimed on source: 2K views on X. Not verified by JEV Hub.
Community demo · Original post
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.
by ego
Claimed on source: 60.8K views on X. Not verified by JEV Hub.
Community demo · Original post
ok, I got Jev to play Tetris and this is cool asf
by Marcelo Mendes
Claimed on source: 2K views on X. Not verified by JEV Hub.
Community demo · Original post
I wanted an easier way to test my jev requests and see if my results are improving, so I built jevals! It's a local workbench for testng the Noul, Choice, and Score primitives. You can mix requests as well. You can run a seed command to see and play with some of the examples in
by Nick DeJesus 🛒🎉 - Former Unpaid CTO @BTPipeline
Claimed on source: 1.7K views on X. Not verified by JEV Hub.
Community demo · Original post
Everyone’s talking about Jev, so I made a slightly silly way to try it. A Magic 8 Ball that returns 1 of 20 answers. My $4 in API credits should cover ~300,000 questions. Please help yourselves!
by William Prout
Claimed on source: 4.5K views on X. Not verified by JEV Hub.
Community demo · Original post
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 + intelligence is getting to the point where an always
by Max Blade
Claimed on source: 66.2K views on X. Not verified by JEV Hub.
Community demo · Original post
We put Jev inside OmarchyLinux @dhh to play Connect Four. It reads the board, chooses a move, watches the opponent respond, then Hermes reviews the result and tries again. 6,499 model tokens. Cost: $0.00022113. This is what structured state + real-time decision loops look
by Aria
Claimed on source: 1.4K views on X. Not verified by JEV Hub.
Community demo · Original post
e2e + jev from @typesafeai ⚡ I'm building an open-source framework for running e2e tests with agents. supports web, mobile (and more!) available soon:
by Oskar
Claimed on source: 66.4K views on X. Not verified by JEV Hub.
Community demo · Original post
GM Jev V1 is live on Here's what's new: TRADE • Paste any Solana CA and get a live chart with Jev watching it with you • Jev re-reads the token every 5 seconds: the call, where price is in 15 minutes, buyers in control, dump risk, alive in a week, heat
by Cryptonaire //
Claimed on source: 10.7K views on X. Not verified by JEV Hub.
Community demo · Original post
Corent’s brain uses @typesafeai Jev now. Not to generate the output, to make the decision before the output gets generated. When a request comes into Corent, you don’t need to tell us which model to use. You send the prompt, the workload and the quality level. Then Jev helps
by corent
Claimed on source: 109.1K views on X. Not verified by JEV Hub.
Community demo · Original post
I built an autonomous driving system with Jev It receives real time data from its environment & decides what to do next Change lanes,Brake,Accelerate,Slow down With sudden obstacles,pedestrians, traffic & red lights A small experiment in what decision native AI can look like
by Cipher
Claimed on source: 5.6K views on X. Not verified by JEV Hub.
Community demo · Original post
JEVINIK - Evaluating stocks insanely fast with @typesafeai's Jev It pulls market data, signals, risk & filings around any stock, then calls the next 30 days: 🐂 BULLISH 🐻 BEARISH No LLMs. No vibes. Just Jev & @ValyuOfficial rich financial data 📈 🔗
by Odogwu Machalla
Claimed on source: 8.4K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev playing the piano. I gave it the key, all 88 notes to choose from and the sequence so far. Did chords in a second pass once we had the melody by giving it the bar's notes & 7 chords to choose from. Plays it safe & loves alternating between G and A but with some lessons, it
by Probably Nick
Claimed on source: 1.5K views on X. Not verified by JEV Hub.
Community demo · Original post
got @typesafeai's jev to build a League of Legends win-probability overlay in real-time every second, the model receives the full game state in and answers three questions: will blue win, who has the biggest impact and is the leading team about to throw. works retroactively or
by filipe
Claimed on source: 2.8K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev is so cool! I just made Jev conduct a musical orchestra in REAL time My entire TL was filled with Jev demos so decided to give it a spin and needless to say, I was not dissapointed.
by Yajat Gulati
Claimed on source: 2K views on X. Not verified by JEV Hub.
Community demo · Original post
Yes yes, Jev can drive, Jev can be a programming language... but lets just skip the middle man ... Jev be the "computer" !!! Motorola 6502 emulation directly on Jev 🤣😅 @typesafeai @dotpem Took a bit "hill-climbing to figure out how to instruct and the data shape, but now it
by GrumpyBalkanSoftwareEngineer
Claimed on source: 26.2K views on X. Not verified by JEV Hub.
Community demo · Original post
Used Jev to build voice builder in Youform. It is so fast!
by Abhishek from Youform
Claimed on source: 5.5K views on X. Not verified by JEV Hub.
Community demo · Original post
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 minutes.
by Virat Singh
Claimed on source: 86.2K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev is now in charge of this account's humor
by Rafal Wilinski
Claimed on source: 49.2K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev is shiny hunting now. Yesterday it beat Brock in under 5 minutes. Now I’ve put it in a loop hunting for a shiny starter completely autonomously. It resets, checks the Pokémon, and keeps going until it finds one. Let’s see how long this takes.
by Luckey Faraday
Claimed on source: 1.3K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev is crazy 🤯 I made an AI text detector powered by Jev. Scans a complete article and gives a sentence by sentence breakdown in almost realtime.
by Ahmed Gagan
Claimed on source: 2K views on X. Not verified by JEV Hub.
Community demo · Original post
let Jev automatically transmogrify your simpleton English into unnecessarily fancy prose as you're writing it 😅
by fabian
Claimed on source: 8.5K views on X. Not verified by JEV Hub.
Community demo · Original post
Made myself a little image classifier with OCR + Jev It was able to categorise ~900 images in 40 seconds Pretty cool
by Fayaz Ahmed
Claimed on source: 33.3K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev plays geometry dash
by Neel Patel
Claimed on source: 2.1K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev can generate game levels in real time. Faster and cheaper structured output could be a big deal for game dev!
by Hugo Duprez
Claimed on source: 532.3K views on X. Not verified by JEV Hub.
Community demo · Original post
jev is insane 🤯 Same Combos FPS. Astra left. @typesafeai Jev right. Reasoning model vs decision model — not even close. Jev does not replace astra, it opens a different game.
by Combos Fun by Converge.AI
Claimed on source: 4K views on X. Not verified by JEV Hub.
Community demo · Original post
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 the trophy 🏆 Try it out here 🔗
by Raihan Khan
Claimed on source: 8.6K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev 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
by Elvis
Claimed on source: 614.7K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev flying a drone through an asteroid field. 300ms decisions. Left / right / slow / accelerate. You can watch the decisions happening live on the right. Green = Jev’s own confidence. Purple = “I’m not sure, ask the big model.” 99% of the time, Jev steered the drone on its
by Mahmoud
Claimed on source: 1.8K views on X. Not verified by JEV Hub.
Community demo · Original post
You can use Jev to flag all the slop that Opus likes to write
by Chase Lean
Claimed on source: 3.5K views on X. Not verified by JEV Hub.
Community demo · Original post
WOW 🤯 i just used Jev + @agnt_gg to categorize 63,045 emails in less than 3 minutes for < $1 total runtime: 2 minutes 54 seconds input tokens: 23,430,692 output tokens: 4,528,206 total tokens: 27,958,898 estimated cost: $0.9841 this would have been hundreds $$$ in LLM costs
by Nathan Wilbanks
Claimed on source: 1.9K views on X. Not verified by JEV Hub.
Community demo · Original post
breaking: Agentcard + Jev + Kernel = Hipershopping ⚡ asking an agent to go buy stuff for you online is usually: - expensive (bc of tokens going back and forth) - slow (bc of tokens going back and forth) - unsafe (bc there's no safe/compliant way to share card info w/agents)
by IT guy
Claimed on source: 2.1K views on X. Not verified by JEV Hub.
Community demo · Original post
This made me try a different experiment: Can Jev play a game in real time? In my new game, Focus Rail, Jev has to track multiple moving trains and route each one to it's correct station. There is no route solver or fallback autoplayer. Jev chooses the switch settings itself.
by benkigera
Community demo · Original post
best coding agent use case for Jev: enforcing rules a linter can't coding agents tend to break rules and some rules can't be codified Jev can now score every turn against such rules and tell the agent what to fix asap open-source:
by Ohans Emmanuel
Claimed on source: 110.1K views on X. Not verified by JEV Hub.
Community demo · Original post
Today I’m excited to show you our new harness called AgentRun, built with @pidotdev and @typesafeai's Jev. It’s built for an agent to learn how to do a job, code itself a general solution, and then get out of the way.
by Miguel Ríos Berríos
Claimed on source: 58K views on X. Not verified by JEV Hub.
Community demo · Original post
Was curious how jev performs for e2e testing on a real android device. Both started with the same prompt and 15 test steps. Well, jev was ~14.8x faster than deepseek + vision navigating through wikipedia.
by Kevin Kern
Claimed on source: 1.7K views on X. Not verified by JEV Hub.
Community demo · Original post
Who said that @CompleteSkeptic System One model Jev cannot be a LLM 😜?
by Alejandro Fanjul 🛸
Community demo · Original post
Jev-thoven composed this entire 2 minute song from first principles.
by cocktail peanut
Claimed on source: 16.1K views on X. Not verified by JEV Hub.
Community demo · Original post
I gave Jev the ability to draw pixel art! It uses deepseek to plan a sketch with some primitives, then renders it, refines it, all based on pixel positions and colors. Long way to go but it's pretty neat.
by Astropulse
Claimed on source: 7.3K views on X. Not verified by JEV Hub.
Community demo · Original post
what does jev from @typesafeai think of the pacing the frontier article by @DarioAmodei?
by Nicholas Dunzelman
Claimed on source: 2.1K views on X. Not verified by JEV Hub.
Community demo · Original post
Made Jev fight OpenJev in a first person shooter.
by Neel Patel
Claimed on source: 8.7K views on X. Not verified by JEV Hub.
Community demo · Original post
Can Jev read a human? Play rock paper scissors against Byte. Every round he predicts your next throw before you make it, then plays against that read. His move is committed before you pick, so he can't change it after. Stakes settle over Ark. Try it 👇
by Carlos Marques
Claimed on source: 3.5K views on X. Not verified by JEV Hub.
Community demo · Original post
People keep thinking Jev is useful for browser use! It is not. It completed about 5 actions before collapsing in a non-cheated test. It's a cool model but not for this.
by SSH
Claimed on source: ≈ 10.6K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev beat Super Mario Bros. Every moment, the simulator returns structured data of the game's current state, such as Mario's position, nearby enemies, and terrain, and simulates possible actions like jumping and running. Jev returns a probability distribution for the next chosen
by Ishu Agrawal
Claimed on source: 1.5K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev is insane. SOUND ON!!! I made music just by talking to it. "Add a snare on the backbeat." "Make it darker." "Way faster." "Add scratch on the offbeats and make it trippier." Every sentence becomes a new beat in ~200ms. No menus, no clicking steps, no chatbot. You just
by Mahir
Claimed on source: 1.3K views on X. Not verified by JEV Hub.
Community demo · Original post
I'm laughing out loud. I turned Jev into an improv judge. Introducing: 'Whose Jev is it Anyway?'
by Charlie Molthrop
Claimed on source: 12.2K views on X. Not verified by JEV Hub.
Community demo · Original post
🚨Do not record Jev demos while @ogme01 flies a drone over your desk 🚁 You can now dictate attaches, updates, schedules & more in the @autumnpricing dashboard, no more manual edits Safe to say my tenzing tower didn't survive this one tho 😭
by Charlie Lamb
Claimed on source: 3.6K views on X. Not verified by JEV Hub.
Community demo · Original post
Jido Jev + ReqLLM playing Tic Tac Toe Each agent makes Jev calls to determine their next move, pretty fun! Now time to scale up ...
by Mike Hostetler // Actors & Agents on the BEAM
Claimed on source: 1.6K views on X. Not verified by JEV Hub.
Community demo · Original post
gave jev a way to express some emotion and chat with beeps (sound on 🔊)
by Yohei
Claimed on source: 44.7K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev trading the danish stock market for all of 2025(239 trading days). Sentiment-based on market data, news articles, wikipedia & google trends. 8.1 million tokens for $0.32 🤯
by Tommy Jepsen
Claimed on source: ≈ 122.6K views on X. Not verified by JEV Hub.
Community demo · Original post
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 MCP
by Stav Zilbershtein
Claimed on source: ≈ 168.9K views on X. Not verified by JEV Hub.
Community demo · Original post
gave jev a pixel canvas to see if it could draw... nope
by Yohei
Claimed on source: ≈ 10.5K views on X. Not verified by JEV Hub.
Community demo · Original post
Let Jev roast your fighting habits 👇
by Vansitha
Claimed on source: ≈ 92.6K views on X. Not verified by JEV Hub.
Community demo · Original post
Starchild just became the first professional-grade app to integrate Jev from @typesafeai We use Jev to help route to LLMs which gave a 20x decrease in cost and 6x increase in speed for prompt classification Here it is classifying prompts in real-time (avg time was 140ms)
by Starchild
Claimed on source: 5.6K views on X. Not verified by JEV Hub.
Community demo · Original post
That’s Jev playing Floppy Apex, passing the previous best score and not thinking of stopping anytime soon 🏆 It was wired up by Apex via Appduct, with some adjustments made in Fable. @AgentConf
by Szymon Chmal
Claimed on source: 1.4K views on X. Not verified by JEV Hub.
Community demo · Original post
Used Jev to build a chrome extension that filters out AI slop on YouTube. It's BYOK, works on scroll and caches results.
by Mario Jankovic
Claimed on source: 1.5K views on X. Not verified by JEV Hub.
Community demo · Original post
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 test. Every company organizes its website differently. Jev
by Kai
Claimed on source: ≈ 24.8K views on X. Not verified by JEV Hub.
Community demo · Original post
i was curious if @typesafeai 's jev would make different judgements if you push a problem through a Choice vs. a Noul, so i ran it through a short series of trolley problems the only time they disagreed on judgement? deciding whether or not its worth killing more people to score
by alaska
Claimed on source: 1.5K views on X. Not verified by JEV Hub.
Community demo · Original post
Experimentation with Jev from @typesafeai and our harness @goose_oss Use Jev to take a prompt and JIT select a model just before the turn runs. Jev and models like it will be useful in many areas and this is just early prototype code on a first idea
by Alex Hancock
Claimed on source: 1.1K views on X. Not verified by JEV Hub.
Community demo · Original post
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 getting anywhere. An agent editing, testing and reverting the
by Kaushik
Claimed on source: 1.6K views on X. Not verified by JEV Hub.
Community demo · Original post
I love that Jev can fit into basically any app. You don't need to build everything around a chat, you can just integrate intelligent features into the background, like these auto-fill buttons. Much better UX than with slow LLMs. Feels like the missing piece!
by Chris Nicholas
Claimed on source: ≈ 41.2K views on X. Not verified by JEV Hub.
Community demo · Original post
Adaptive real-time in-app support with Jev + . It detects where you're struggling and quietly adds help directly into the UI - explanations, suggestions, even actions. Jev figures out if and where you're struggling, then triggers the right functions when
by Marek Sotak
Claimed on source: 2.3K views on X. Not verified by JEV Hub.
Community demo · Original post
in 2026, why do you still get irrelevant posts on your X feed? built a feed optimizer with @typesafeai Jev. it's tuned on my own bookmarks, then every post goes through ONE call to Jev → 9 typed answers as probabilities: ragebait, ad, low effort, hostile, useful… and "would
by Paolo Rosson
Claimed on source: 2.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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 Claude Code session has a context window that fills up fast
by kaize
Claimed on source: 3.4K views on X. Not verified by JEV Hub.
Community demo · Original post
A search bar that knows when it doesn't know. cascade-search is a 27K-parameter model that parses queries like "open bugs from sam since last week" into typed filters, in your browser, in 0.25 ms. When it isn't sure about a word, it asks Jev. Only that word.
by Zaid
Claimed on source: 5.4K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev also constantly monitors my macOS clipboard. Is the content of the clipboard a terminal command? The app offers a quick action to run it in my terminal.
by Marcel Pociot 🧪
Claimed on source: ≈ 14.1K views on X. Not verified by JEV Hub.
Community demo · Original post
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 filename. No other LLM calls involved - just Jev!
by Marcel Pociot 🧪
Claimed on source: ≈ 136.6K views on X. Not verified by JEV Hub.
Community demo · Original post
Fight Jev and see who's actually better. Integrated @typesafe_ai 's Jev model to control the enemy in real-time. You can see the live probability of every decision it makes right on screen before it strikes.
by Taufique
Claimed on source: 4.7K views on X. Not verified by JEV Hub.
Community demo · Original post
Trying to get JEV (@typesafeai) to beat the Pokémon League in Pokémon Gold (HGSS). Let’s see if it can become a Pokémon Champion 🏆 UP DOWN LEFT RIGHT A B
by joey
Claimed on source: ≈ 10.1K views on X. Not verified by JEV Hub.
Community demo · Original post
I put 3 JEV bots inside a FPS game.
by Tommy J. Vedvik
Claimed on source: 1.3K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev + API = find best overlap among team members in an instant the longest waiting time is our API call round trips 🤯 will come up with ideas how we can bake Jev into our products
by Peer Richelsen
Claimed on source: 8K views on X. Not verified by JEV Hub.
Community demo · Original post
does Jev understand colour? incredible model, very cheap and fast. definitely feels like a leap forward for creating new UX/UI paradigms on top of modern language models.
by Matt DesLauriers
Claimed on source: ≈ 498.2K views on X. Not verified by JEV Hub.
Community demo · Original post
We built "Worth Replying" with Jev + AIsa. Drop in a company’s domain and it finds people on X already talking about the problems your product solves. We tested it on : > 150 tweets found > 750 Jev decisions in 18.8s > 79 worth replying to > 71 archived
by Alsa
Claimed on source: 1.4K views on X. Not verified by JEV Hub.
Community demo · Original post
Pro tip: You can use Jev to remove annoying reply guy comments that X seems to always miss. Takes 5 minutes in Astra with the docs and an API key.
by Ian Nuttall
Claimed on source: ≈ 17.5K views on X. Not verified by JEV Hub.
Community demo · Original post
Made Jev play Clash Royale and actually won a match.
by Amrit Nigam
Claimed on source: 2.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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.
by Rafal Wilinski
Claimed on source: ≈ 386.9K views on X. Not verified by JEV Hub.
Community demo · Original post
Organically integrated JEV in a real project The Paper Breakdown Recommendation Engine We already had a working system that combines content-based and collaborative filtering. Pro users may now get additional curation with Jev. 0.0019$/user for ~70 recs 🤯 ~50 users in 5 secs
by AVB
Claimed on source: 2.3K views on X. Not verified by JEV Hub.
Community demo · Original post
WTF !!! I pushed @typesafeai to a break neck decision making frenzy and it held up its own. Insane I built a town where Jev makes EVERY decision and never writes a single word 🤯 Jevton 🏘️ 120 people, 7 roads, 20 businesses, a council, a newspaper Every hour Jev decides for
by Chizi
Claimed on source: 6.8K views on X. Not verified by JEV Hub.
Community demo · Original post
i made a smart calculator notebook using jev it can calculate ANYTHING!! 😅
by kitze 🛠️ tinkerer.club
Claimed on source: ≈ 39.8K views on X. Not verified by JEV Hub.
Community demo · Original post
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 advertisers live video ads from Research Lab on Maxfusion.
by Vlad Dubchak
Claimed on source: ≈ 13.5K views on X. Not verified by JEV Hub.
Community demo · Original post
As promised, Jev is now integrated into Orus agents. What is Jev, and how can it help our agents? Jev is a model from TypeSafe AI, built to answer precise questions with structured answers. In Orus, it reviews the trades your strategy proposes, before they happen. It approves
by Orus Agent
Claimed on source: 3.8K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev picking the next command from shell history
by Thorsten Ball
Claimed on source: ≈ 118.3K views on X. Not verified by JEV Hub.
Community demo · Original post
i made a calorie tracking app with jev. it's INSTANT 🤯
by kitze 🛠️ tinkerer.club
Claimed on source: ≈ 71.6K views on X. Not verified by JEV Hub.
Community demo · Original post
I gave Jev a robot arm. Two USB cameras, an SO-101, and @typesafeai's Jev choosing the next move at ~2 decisions a second. After a slip and some debugging, it went back for the ball and got it into the bowl.
by Daniiar Abdiev
Claimed on source: ≈ 18.4K views on X. Not verified by JEV Hub.
Community demo · Original post
Everyone picks Jev confidence thresholds by vibes. 0.95? 0.5? I built jevcal. Give it your data and say "I need 99% accuracy". You get the exact threshold, how much Jev can handle, and how much still needs an LLM. Open source, one command. @typesafeai
by Abhishek kothari
Claimed on source: 3.7K views on X. Not verified by JEV Hub.
Community demo · Original post
So @typesafeai Jev knows how to shoot and dodge, but can Jev survives against zombies in 3D space??? I had Jev played the original Resident Evil to see how far Jev could go. This was an extreme case. 3D space, understanding objectives, fight off enemies, doing puzzles, etc.
by Jack Vinijtrongjit
Claimed on source: 2.3K views on X. Not verified by JEV Hub.
Community demo · Original post
Controlling Figma with voice using Jev from @typesafeai Total cost from first line of code to recording this video: $0.01 🤯
by mikegee
Claimed on source: ≈ 14.9K views on X. Not verified by JEV Hub.
Community demo · Original post
Built a Pacman where every single move is decided by @typesafeai jev 👾 Every tile, Jev gets what is around Pacman and returns a direction, strategy, danger score, flags for trapped, committed, regret. That decision moves the tile. Finally an innovative model after a long time.
by Nesan Selvan
Claimed on source: 1K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev by @typesafeai is amazing! i let it play pokemon firered, and it was able to beat elite 4 with a party of level 40 pokemons. all under 0.03$
by Anas Khan
Claimed on source: 5.4K views on X. Not verified by JEV Hub.
Community demo · Original post
i wanted to paint with Jev 🎨 watch this beautiful painting of the Golden Gate Bridge, powered by Codex(Astra) + Jev + @Stagehanddev + @browserbase (video at 1x speed)
by Shubhankar
Claimed on source: 2.3K views on X. Not verified by JEV Hub.
Community demo · Original post
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 won't reach for a skill on its own unless you call it. So
by Lomesh Dutta
Claimed on source: 2.5K views on X. Not verified by JEV Hub.
Community demo · Original post
Got @typesafeai Jev driving our @makermodsai Metal arm in MuJoCo. Images are of the sim camera is not passed in, sim hands Jev the state of the environment in JSON and it picks the next bounded action (hover, descend, grasp, lift, place) as a typed choice with a confidence
by Isaac Sin
Claimed on source: 8.4K views on X. Not verified by JEV Hub.
Community demo · Original post
Alright. So we know that @typesafeai Jev can fight, but can Jev shoot and avoid getting shot? I had Jev playing one of my favorite arcade shooter, Time Crisis, to test it out. I would say it did pretty well, but it's also because I also gave it a pretty good harness. With one
by Jack Vinijtrongjit
Claimed on source: 2.9K views on X. Not verified by JEV Hub.
Community demo · Original post
i added Jev compaction to a small agent with searchable memory. this is a fork of nanocode with some extra tools to grep a memory.md file + use Jev compaction to remove unnecessary memories.
by Kyle Jeong
Claimed on source: 2.9K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev demo: A live Bluesky feed with real-time emotion detection and avatars matched to each user’s profile. #jev
by 𝘼𝙈𝘼𝙂𝙄
Claimed on source: 1.7K views on X. Not verified by JEV Hub.
Community demo · Original post
@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, run or duck with a confidence score repo link if you want
by Parth
Claimed on source: 1.3K views on X. Not verified by JEV Hub.
Community demo · Original post
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.
by Andy Gao
Claimed on source: ≈ 607.8K views on X. Not verified by JEV Hub.
Community demo · Original post
my mobile e2e testing library powered by @agent_device and AI sdk now supports Jev from @typesafeai Same test, same loop: Jev: 29s, $0.003 Haiku 4.5: 37s, $0.07
by Robert Soriano
Claimed on source: ≈ 14.5K views on X. Not verified by JEV Hub.
Community demo · Original post
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.
by Peter Wang
Claimed on source: 1.4K views on X. Not verified by JEV Hub.
Community demo · Original post
Okay soooo what if @typesafeai's Jev could 'hear'? here's what Toxicity sounds like according to Jev :
by it’s rivian
Claimed on source: 1.8K views on X. Not verified by JEV Hub.
Community demo · Original post
small experiment where I used jev to power the global search in replicas. the possibilities of improving UX with models like jev are endless. we can now have things like: - search that understands what users mean - actions that change based on what you're trying to do - routing
by Saai Arora
Claimed on source: 9.6K views on X. Not verified by JEV Hub.
Community demo · Original post
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_name - business Jev figures it out in one click.
by Jon Yongfook
Claimed on source: ≈ 14.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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 block. Demo link →
by Jarrod Watts
Claimed on source: ≈ 1100K views on X. Not verified by JEV Hub.
Community demo · Original post
I rebuilt Tesla Full Self Driving with Jev in less than an hour. This model is a total unlock.
by Justin Schroeder
Claimed on source: ≈ 683.9K views on X. Not verified by JEV Hub.
Community demo · Original post
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 how fast this is. when i asked it to "go back", it even
by Moritz Kremb
Claimed on source: ≈ 338.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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 checks come back as probabilities: hardcoded secret, sql
by Paolo Rosson
Claimed on source: ≈ 352.8K views on X. Not verified by JEV Hub.
Community demo · Original post
Yeah Jev by @typesafeai is very cool. It classified 500 emails in seconds. And it costed 3.5 cents.
by Riley Brown
Claimed on source: ≈ 280.6K views on X. Not verified by JEV Hub.
Community demo · Original post
I think I just cooked something 🔥 jev(): a PostgreSQL extension that searches your whole database in natural language. No index, no embeddings, just one function. WHERE jev(people, 'could work from home') or WHERE jev(people, 'name sounds european') 129 rows judged in ~1s
by Zachi
Claimed on source: ≈ 432.8K views on X. Not verified by JEV Hub.
Community demo · Original post
this model is actually insane at email classification i tested it on 1500 of my own emails to see how well it works and I am blown away
by vogel
Claimed on source: ≈ 446.6K views on X. Not verified by JEV Hub.
Community demo · Original post
“Jev can’t generate text” Ofc it can @CompleteSkeptic
by Suman
Claimed on source: ≈ 779.9K views on X. Not verified by JEV Hub.
Community demo · Original post
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:
by aaron
Claimed on source: ≈ 273.4K views on X. Not verified by JEV Hub.
Community demo · Original post
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, rewrite, stop when it peaks. Free, no signup. try it below ↓
by Rob Hallam
Claimed on source: ≈ 234.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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-device OCR reads the labels. That text is all Jev gets.
by Milind S
Claimed on source: ≈ 226.9K views on X. Not verified by JEV Hub.
Community demo · Original post
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 blitz. every move is one API call. Jev V13 vs Fable 5.1:
by AI/ML API
Claimed on source: ≈ 545.1K views on X. Not verified by JEV Hub.
Community demo · Original post
i built a codebase classifier with Jev and this might be the solution to overengineered code that agents create what should I test Jev on next?
by vogel
Claimed on source: ≈ 97.5K views on X. Not verified by JEV Hub.
Community demo · Original post
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 live run! Here was my process: I gave Jev 100 emails to
by Hassan
Claimed on source: ≈ 58.2K views on X. Not verified by JEV Hub.
Community demo · Original post
we built blazing fast computer/browser use with Jev + @Stagehanddev. this task cost $0.001 and executed at near instant speed (in a remote browser btw) the loop: observe the page, send a11y tree as state + actions as questions, Jev decides the next action, then Stagehand
by Kyle Jeong
Claimed on source: ≈ 66K views on X. Not verified by JEV Hub.
Community demo · Original post
Ultra-fast, criteria-based model routing using Jev from @typesafeai.
by eve
Claimed on source: ≈ 115K views on X. Not verified by JEV Hub.
Community demo · Original post
You can hire Jev from @typesafeai as your QA tester
by Krzysztof
Claimed on source: ≈ 90.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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
by Marcus Lowe
Claimed on source: ≈ 78.2K views on X. Not verified by JEV Hub.
Community demo · Original post
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 an autoregressive loop made out of a classifier
by vogel
Claimed on source: ≈ 166.2K views on X. Not verified by JEV Hub.
Community demo · Original post
these are results of using jev on one of our security pipelines. we already have to use smaller (and dumber) models to make it economic and this model does it over 5x cheaper, faster and while maintaining much higher accuracy. i don't normally hype over new model releases but
by Greg Pstrucha
Claimed on source: ≈ 82.4K views on X. Not verified by JEV Hub.
Community demo · Original post
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, and repeat the loop try below 👇
by Niaz Morshed
Claimed on source: ≈ 45.8K views on X. Not verified by JEV Hub.
Community demo · Original post
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 > 35 API calls/s > all with a naive implementation We
by Cris Lenta
Claimed on source: ≈ 58.7K views on X. Not verified by JEV Hub.
Community demo · Original post
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. so I put the beginner method in code (the one you'd learn on
by Paolo Rosson
Claimed on source: ≈ 205.5K views on X. Not verified by JEV Hub.
Community demo · Original post
typesafe's jev is fun! live demo you can play with:
by Steve Krouse
Claimed on source: ≈ 115.2K views on X. Not verified by JEV Hub.
Community demo · Original post
During a live clinical consultation (with an ambient scribe), the transcript is periodically supplied to Jev, which traverses a medical ontology to classify symptoms, update the differential diagnosis, suggest treatments and identify red flags in real time.
by Chris McMaster
Claimed on source: ≈ 56.4K views on X. Not verified by JEV Hub.
Community demo · Original post
Jev is INSANE. I built this in an evening and morning: a real-time trading bot ingesting onchain and offchain data to make rapid decisions about trades. Fully autonomous; so far it has lost me $31,680
by MoonGotchi
Community demo · Original post
I built a Chrome extension for agentic browsing using Jev by @typesafeai, fx.sh including AI Gateway by @vercel. Agents can browse, click, and interact with websites directly in your browser.
by razaanstha
Community demo · Original post
I built a Jev harness to play Gmoku. It detects wins, blocks, forks and broken fours locally, shrinks 225 moves to about 40 candidates, and ranks them into tactical tiers before Jev chooses.
by VacekvVita
Community demo · Original post
I built a startup judge powered by Jev. Describe your idea and Jev makes fast typed decisions about the problem, demand, monetization, distribution and differentiation; Kill My Idea returns KILL IT, F
by stemonteduro
Community demo · Original post
I just built Easy-Jev, a Jev demo anyone can use. The post presents a runnable, simplified way to try Jev.
by rory_builds
Community demo · Original post
Built a tiny island demo with @typesafeai's Jev. The post describes the small interactive build and shows Jev driving its decisions.
by robo_denis
Community demo · Original post
I TURNED JEV'S TYPED DECISIONS INTO A GHOST. Built JEV into a visual/interactive ghost experience driven by typed decisions.
by hixonstudio
Community demo · Original post
Preview of how fast browser use can be powered by TypeSafe's Jev, showing a browser agent workflow driven by rapid typed decisions.
by thdxr
Community demo · Original post
Jev Ultrafast / Browser Use: an agent where Jev chooses the next operation and page element to act on; a small language model supplies text only when the agent needs to type.
by BkashJosi
Community demo · Original post
Browser Use + Jev = Ultrafast: flight finding took 7 seconds and cost $0.0039. The author built a tiny open-source browser agent with a new action space, DOM state and small-LLM typing fallback.
by da_fant
Community demo · Original post
I built a New York JFK airport manager simulation with Jev in less than an hour inside Agent Zero.
by alessandro_a0
Community demo · Original post
I've been playing around with Jev in effect-agent, so I built a simple Effect service for it.
by danieljvdm
Community demo · Original post
I was looking into integrating Jev into real hardware and built custom firmware for a keyboard that predicts and highlights the next key using Jev.
by neogoose_btw
Community demo · Original post
A short build post showing a project built using Jev and @typesafeai, with a linked demo/resource.
by thinkingsyed
Community demo · Original post
Jev will help agents make split-second decisions in workflows and data classification; the post says 'Here's a quick demo with Box and Jev to make that real.'
by levie
Community demo · Original post
Full Jev tutorial showing how to build with Jev, including a voice-controlled browser demo, an AI memory demo, and a YouTube predictor demo.
by RoundtableSpace
Comparison adapter · Official
Official TypeSafe adapter that speaks the same system_one interface, backed by OpenAI or Anthropic instead of Jev.
by TypeSafe AI
Community workflow · Guide
Keep Jev on System One judgments. Do not send it generation, tool arguments, or slow reasoning.
by JEV Hub
Official docs · Official
TypeSafe docs for Choice, Score, and Noul. This hub restates them; the official pages are the source.
by TypeSafe AI
How it works
Scan the community wall for plugins, SDKs, and demos you can open.
Open the playground and shape a request. Validation, copy, and download stay in your browser.
Download a local draft if you have a public source. This MVP has no inbox.
This community
Official product
api.typesafe.ai/v1/systemonePlayground
The builder checks this hub-supported systemone subset, then copies or downloads JSON. It does not call the official API or invent probabilities.