Jev closes the sim2real gap in robot navigation
The post states that Jev helps close the gap between simulation and reality in semantic robot navigation.
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
6757curated posts
3414original videos
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Jev-Assisted Analysis Shows Frontier LLMs Rapidly Entering Robotics Research
Ben Kolligs tracked three recent LLM releases. Among 75 related papers, Jev-assisted analysis identified 60 that actually used the models in robot systems, experiments, or data generation — a real-world application of Jev in research analysis.
Jev x Robotics Meetup: Hands-on Physical AI & Decisions API
This event explores possibilities of combining generative AI Jev with robotics, hands-on with Liquid AI d1-3B and OpenAI Decisions API, plus a recap of the December visit to Shenzhen.
Discussion on Combining Jev Decision Model with Vision in Robots/Drones
The post notes that decision models like Jev handle judgment, classification, and scoring without directly processing images; in robot and drone applications, a vision system must first tell the model what is in the scene, how many, and where.
Embodied AI × JEV: Streaming Video Understanding and Visual Grounding
Sparked by the JEV decision model, this post discusses AI autonomous judgment and timely reminders in the real world, and introduces VLX-Flow and VLX-Seek, two streaming video understanding and visual grounding models for embodied scenarios.
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Real-world use case for JEV in robots and drones
The post argues that JEV handles judgment, but robots and drones first need to accurately identify the scene, count all targets, and determine when nothing is present before JEV can make reliable decisions.
Jev Harness for Robot Navigation
The post mentions a Jev harness for robot navigation, indicating a real-world application of the TypeSafe Jev model.
Building a Robot Control Harness with TypeSafe AI Jev
Developer Ben C is building a robot control harness using TypeSafe AI Jev with Cloudflare Clairic, with an example prompt: "Go to the kitchen and find the stove."
Microduck uses Jev to identify and pick up objects
ft-lab shares progress on the Microduck robot: it uses Jev to filter out objects that cannot be held, search for holdable ones, then approach and pick them up, relying only on a camera. It also found that objects near its feet are invisible, so it must back up to search.
Using JEV as a complement in robot voice setups
The user praises a voice system's natural conversation feel and envisions using it as the robot's voice layer, with JEV handling other parts of the full robot setup.
4B Jev-style Judge Outperforms Up to 27B Models on Robotics Benchmarks
The author shares a 4B Jev-style judge trained with public data and their own recipe, beating multimodal Jev-style models up to 27B on RoboPulse, RoboRewardBench, and real-robot rollouts, while noting specialist reward models still win at home.
Jev model for robot manipulation: JevAny-Robotics-4B open-sourced
After open-sourcing JevAny, an infrastructure for building decision models, the team fine-tuned JevAny-Robotics-4B, a specialized model for robot manipulation judging tasks. Link
