Guideyoutube.com/@GregIsenberg
Jev is HERE. How to use it
Greg Isenberg and Ryan Vogel on the Startup Ideas Pod: what Jev is, the businesses it unlocks, and how to call it today through the Vercel AI Gateway.
Updated Sep 18, 2026
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.

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
Guideyoutube.com/@GregIsenberg
Greg Isenberg and Ryan Vogel on the Startup Ideas Pod: what Jev is, the businesses it unlocks, and how to call it today through the Vercel AI Gateway.
Guideyoutube.com/@syntaxfm
CJ from Syntax explains how Jev works, then demos browser use, classification, code review, a model router and a chat bot with no LLM.
Guideyoutube.com/@vogeldev
Ryan Vogel runs Jev on 100 and then 1,000 of his emails: category, priority, spam and reply predictions.
Guideyoutube.com/@AICodeKing
AICodeKing tests support routing, refund detection, prompt-injection resistance and browser automation.
Guideyoutube.com/@retriever-ai
Retriever AI tests Jev on real browser tasks: where it worked, where it struggled, and how they will use it next to larger models.
Guideyoutube.com/@NidhiSinghAttri
Nidhi Singh’s setup: one terminal, three AI subscriptions, and Jev picks the model for Claude Code, Codex and Cursor.
Sponsors
Guideyoutube.com/@avb_fj
Neural Breakdown with AVB takes Jev apart and looks at architectures for models that predict JSON. The video starts at 6:57.
Guideyoutube.com/@TechBrewRideHome
A podcast segment on TypeSafe AI, its $40 million raise, and why the name is a nod to Jevons paradox.
Guideyoutube.com/@GaryExplains
Gary Explains on the catch: Jev understands natural language but it is not an LLM. It answers with structured values and a confidence level.
Guideyoutube.com/@samwitteveenai
Sam Witteveen on System 1 thinking, then demos of Choice, Score and Noul, a practical example, and chained actions.
Walkthroughs, interviews and demos on YouTube. Every video plays here, so you can watch it without leaving the page.
10 guides