Guideyoutube.com/@RobTheAIGuy
Jev is INSANE! How to use it and its use cases
Rob The AI Guy explains Jev fully, with the use cases he found.
Updated Nov 10, 2026
The newest builds with Jev
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.
- 855builds
- 181guides
- 21use cases
Diogo Almeida
@CompleteSkeptic
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
Newest first, 664–697 of 1072. All 1072 in curated order
GitHubInbox and support
jev-chat-jarvis-mac
A macOS overlay that judges message intent and risk, then drafts.
jev-chat
492
GitHubSocial feeds
twitter-jev-guard
Low-quality, spam and ad posts get a translucent watermark.
qs-lll
9Guideyoutube.com/@LangChain
Building a harness with Jev
LangChain walks through putting Jev inside an agent harness.
GitHubTools and apps
evoke
Software by reflex: a sentence picks a small program and runs it.
evoke-build
22
GitHubOpen source
AnyJev
Turn any LLM into a Jev-style decision model, with no training.
Nokia Applied Research
1.3k
GitHubSDKs and integrations
discern
Uncertainty-aware pattern matching and control flow for Effect.
doeixd
17Guideyoutube.com/@ColeMedin
Jev is the first of a whole new class of AI models
Cole Medin on what the class is, and how to actually use it.
GitHubGames and real time
JevPokerBench
A Texas Hold'em benchmark for decision models, with leaderboards.
ProphetLab
12
GitHubOpen source
open-jev (PyTorch)
A from-first-principles rebuild of the ideas behind Jev.
Kye Gomez
105
GitHubGames and real time
hermes-and-jev-play-minecraft
Hermes plans, Jev picks bounded actions, Mineflayer executes.
Teknium
10
GitHubAds and marketing
hookmeter-jev
Millisecond viral hook telemetry, in a Chrome extension.
ehui1226
22
GitHubSDKs and integrations
jev-foundation-models
A Swift 6 bridge from Apple's Foundation Models to Jev.
Peter Friese
GitHubEcommerce
jev-weekend-shopping-chrome
While you shop, Jev guesses the seller's working hours culture.
littlewindy123
8Guideyoutube.com/@LatentSpacePod
Jev Creator: System One models for prod, not god
Latent Space interviews TypeSafe’s Diogo Almeida on what System One models are for.
Guideyoutube.com/@AdamGardner
Jev vs. Laya: what they are and the controversy
Adam Gardner on both decision models and the argument around them.
GitHubSDKs and integrations
AnyDecisionModel
Typed decisions from language models, as a Swift package.
Mattt
19
GitHubOpen source
QwenJev
A Jev-style conversion of Qwen-3.5-4B, at 0.169 s per frame.
RJMSWD
1040.169 sGuideyoutube.com/@Telusko
Jev crash course: typed AI decisions
Telusko’s crash course on typed decisions with TypeSafe.
GitHubSDKs and integrations
jev-rs
A Rust, Jev-compatible /v1/systemone engine, one prefill per judgement.
Yijun Yu
17
Guideyoutube.com/@krishnaik06
Will Jev replace LLMs?
Krish Naik on what Jev is from TypeSafe AI, and whether it replaces an LLM.
GitHubTools and apps
jevguide
Curated Jev showcases from X, by category, with media previews.
2456868764
10Guideyoutube.com/@LangChain
How to build a harness with Jev
A LangChain and TypeSafe conversation on building a harness around Jev.
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.