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 Show more
jev-drone
A camera-only MuJoCo quadrotor that uses Jev for tactical maneuvers at 2.5 Hz while classical perception and a 50 Hz reflex layer keep safety outside Jev, clearing a five-station course.
- Category
- Cookbooks & Demos
- Published by
- Community
- Author
- RomanSlack
- Added
- 2026-09-20
Tagscommunitypythonroboticsmujoco
Highlights
- Jev answers maneuver (Choice), risk (Score), and target_truly_lost (Noul) in one call.
- A typical 65-second flight uses about 110 calls at 0.11 s median latency.
- The baseline without Jev reaches 17.7 m and gets stuck at station 2; with Jev it clears 77.5 m.
- A 500 Hz controller, 50 Hz safety reflex, and 15 Hz vision loop all run without Jev.
Watch out
Results come from a single 65-second run with large variance, and a matched 3-seed test in an earlier arena showed no advantage.
More like this
An experimental controller that has Jev choose NES inputs to play Super Mario Bros. from structured emulator telemetry instead of screenshots, logging every decision with probabilities and latency.
Cookbooks & Demos#community#python#games
Communitytypesafe-mario
A video demo of a bot that asks Jev to decide buy or sell from a live price feed, then places real orders on Kuru's on-chain order book on Monad every 300ms block.
Cookbooks & Demos#community#x#video
Community
vogel ran Jev over 1,500 of his own emails to test classification quality and posted the results as a video, calling it the most impressive model he has tried for the task.
Cookbooks & Demos#community#x#video
Community
From the community
Posts from builders shipping with Jev right now.
The launch post
Trading bot, one decision per block
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 → jev-trader.vercel.app

