855 projects, posts and guides about Jev, the System One model from TypeSafe AI. Each entry links to its source and shows the cost and speed its author reported.
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 we are releasing today: Jev
• 20-200x faster
• 40-400x cheaper (w/ output tokens free)
• Frontier composable intelligence optimized for decisions
AFAICT the shortest path to AI-based economic revolution
I built a chat bot with jev, no LLM at all! Responses are instant, no hallucinations.
I hooked it up to web search, wikipedia, weather, todoist and home assistant.
Jev decides what tool to call and what args to use based on the prompt. Instant answers cite sources as well!
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 new world of capabilities.
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 22 million tokens to play this match
and it only cost me a couple of cents...
jev does not replace gpt6 astra
but the possibilities with its instant response time
are endless
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.
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
Jev is fun! One-click invoice finder for any website 🧾
- Automatically finds billing pages using @typesafeai's Jev
- List/download all invoices with 1 click
- Works with Stripe billing portals too
- Remembers where invoices live for next time
Should I open-source it?
I built a Chrome extension for agentic browsing using Jev by @typesafeai, fx.sh including AI Gateway by @vercel.
Now agents can browse, click, and interact with websites directly in your browser. Cost effective and fassst.
Decision-making by Jev.
Announcing Jev Detector
The world's fastest AI slop detector, built on jev from @typesafeai
~10,000 words scanned for slop in ~2 seconds
Best part, its free, no sign up required, enjoy!
jevdetector.com
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 companies, analyse your experience, match you with the right roles and identify the opportunities you’re most likely to get based on your profile.
Coming soon to @textbackdoor
Comment “JEV” for early access.
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!
Puse a Jev, la nueva IA de @typesafeai, a jugar al Tetris en modo súper difícil.
Decidió cada jugada en unos 0,3 segundos. Acomodó 357 piezas e hizo 134 líneas en solo 2 minutos.
Increíble.
I built real-time Clippy with Jev.
It quietly watches how you use the product and only wakes up when it thinks you’re struggling.
Hesitating? Confused? Stuck? Clippy knows.
Even its reactions are controlled by Jev. 👀
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 ✅
🔗 Feel free to try it out here - http://diffjury.up.railway.app
Imagine Jev being able to tell you if you should merge a PR with grounded context of your codebase. that's what we're building at @graphify 👀
It's fascinating how insanely fast Jev is... the model architecture in itself is quite interesting and this has opened up a plethora of new use cases and I'm sure the internet will pick up on it sooner than anyone'd expect
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 handing it to the agent
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.
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 on ambient jarvis style assistant is possible.
Im loving where we are going.
CNVS is still the future of vibecoding.
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)
e2e + jev from @typesafeai ⚡
I'm building an open-source framework for running e2e tests with agents. supports web, mobile (and more!)
available soon: tester.army/e2e
building a computer assistant with Jev
local whisper listens to everything I say which then gets classified by Jev to determine what actions to take
it uses a small Swift app to provide the full accessibility tree to Jev (i.e. tell its what's on my screen, what can be clicked, etc)
still super early, but promising and all real-time
which Jev was also local though. then it would be completely private
Ask Jev anything. Give it a try at askjev.ai
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
First @typesafeai use case, live in our Mac app: setup and troubleshooting help when no model is loaded.
Model downloading, load failed, API returning 503, phone won't pair: the user asks, Jev reads the question with the whole built-in manual as state and decides, with probabilities, what it is and which article answers it, or that nothing does. The app then shows the real documentation and live status. Jev decides, the app answers from its own docs. No model loaded, nothing invented.
42/42 on a held-out set: paraphrases, typos, French, German, Spanish, features that don't exist, follow-ups. Median 0.93 s.
Great breakthrough by the TypeSafe team. Thank you.
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 systemone generation - 64 tasks in <1s.
github.com/ekzhang/openje…
Tested TypeSafe’s Jev (no-text, probability-only model) as an AI agent safety monitor.
Checking each action first worked well caught most attacks with almost no false blocks, and much faster than Gemini.
A small open decision model: state and typed questions in, probabilities out.
KRKshetrajna Raghavan
168
The newest Jev builds, by the day they were added
Same directory, different order: the entries added most recently, rather than the curated order the home page opens in. The date on a card is the day it was added here, not the day its author published it — this directory is newer than most of the work in it.