THE JEV GUIDE · CURATED EDITION

Robotics.

Launch news, explanations, demos, and community projects around TypeSafe Jev, organized by topic. Every entry links back to its X source.

Curated selection · Not exhaustive · Updated manually

5419curated posts
2789original videos

OpenAI Decision API vs Jev on Robotics Data Curation

A user compares OpenAI's newly opened Decision API with TypeSafe AI's Jev on real robot data curation tasks. On routine tasks, both perform similarly in speed and quality. On close calls, Jev often says "not enough to tell," and when the two disagree, Jev is more accurate.

OpenAI Decision API vs Jev on Robotics Data Curation · original post image 1

JEV used by engineers for drones and robot arms

Engineers are using JEV for wild robotics projects, including drones, robot arms, a WidowX, a swarm simulation, and even Kubernetes logs. The jev-drone example runs a camera-only Skydio X2 quadrotor in MuJoCo, with control at 500 Hz and Jev at about 2.5 Hz.

Jev-Powered Drone Decision Speed Impresses

A blogger shares a drone test using Jev combined with fruit fly memory, claiming a decision speed of 0.001 ms, sparking amazement at the possibility.

Video frame from the original post: Jev-Powered Drone Decision Speed Impresses

Analogy of Jev to Robot Reflexes

The tweet clarifies that a human's reflex reaction to sudden heat is an analogy to Jev for robots, with a linked Business Insider article. Link

Analogy of Jev to Robot Reflexes · original post image 1

Pavlov's Experiment on a Robo-Fly with Jev

The author used Google DeepMind's FlyBrain and TypeSafe's Jev to implement conditioned learning on a robo-fly, teaching it avoidance, chasing, and escape reflex behavior.

Jev for Robot Planning Layer

The author shares experience using Jev for robot control, noting real-time control needs a faster model, but Jev suits planning-layer decisions and asks humans when uncertain.

Teen builds remote AI worker with Jev, earns $395K

The post presents a 15-year-old developer who built a remote AI worker using Jev, already operating in Toronto shops at $3.75 per hour. It also shares how to recreate the project with Jev, starting by giving Jev the goal of controlling a robotic hand.

Jev shines in physical AI

This post mentions Jev making significant contributions in physical AI beyond finance.

Jev shines in physical AI · original post image 1

JEV Model Enables Dynamic Decision-Making for Physical AI

Marudan KJ asserts that the JEV model enables rapid dynamic decision-making in changing environments that LLMs couldn't solve, predicting the framework will become a core technology for Physical AI startups within a month.

JEV Model Enables Dynamic Decision-Making for Physical AI · original post image 1