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RoboJEV

Two-stage Jev control of a Franka Panda in MuJoCo: Jev selects a task intent, then X/Y/Z directions and a gripper command executed against real contacts, with 43 of 50 Jev episodes succeeding versus 48 of 50 for a rule baseline.
Stars
59
Language
Python
License
APACHE-2.0
Reading time
3 min
Published by
Community
Author
lykycy123
Last verified
Sep 2026

About this project

Two-stage JEV control of a Franka Panda in MuJoCo. Measured simulator state → task intent → Cartesian motion and gripper commands. Interactive showcase · Todo list · Demo presentation · Quick start · Evaluation · 中文.

Quoted from the project's README. Read the full README.

Highlights

  • JEV receives structured simulator state, not images, and every task has independent physical success checks, so model answers cannot declare success.
  • Across five tasks with fixed seeds 0-9, JEV succeeded in 43 of 50 episodes versus 48 of 50 for the rule baseline.
  • The gaps: stack on a pedestal 8/10 versus 10/10 and gate pick & place 5/10 versus the baseline's 8/10.
  • The showcase plays success and failure recordings, which follow simulation time with API waits omitted; stack uses a fixed pedestal.
  • Real JEV calls use jev-1.13.0 at https://api.typesafe.ai/v1/systemone; CPU physics and the rule policy need no GPU or API key.

Quickstart

bash
conda env create -f environment.yml
python -m pip install -e '.[test,video]'
cp .env.example .env   # then set TYPESAFE_API_KEY

Watch out

Apache-2.0 (MuJoCo Menagerie robot assets keep their own license); real JEV needs a TypeSafe API key and incurs charges, Linux with Python 3.11 is the tested platform, and the console needs Linux or WSL2.

Questions about this entry

Short answers drawn from the linked project or page.

Reactions & coverage

Posts, threads, and videos about this entry from around the web.

Hacker News: Pick Verify: a single decision at the warehouse pick station catches confusable picks.

Show HN: Verifying robot picks with a decision modelRead the thread on Hacker News

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YouTube: Dan Makes Things drives an ESP32 robot with Jev decisions.

From the Jev guides

Original write-ups on what this entry is for.

From the Jev AI model community

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