Skip to content
JevDirectory.org
CommunityCookbooks & Demos10 starsVerified 2026-09-22

Askable arm

A ManiSkill demo where plain-English goals drive a simulated Franka Panda: Jev picks one primitive per step from a catalog of about 30 hardcoded skills, and Python executes the move. No training or policy.

Category
Cookbooks & Demos
Published by
Community
Author
TarunTomar122
Added
2026-09-22
Tagscommunitypythonroboticsdemo

Highlights

  • On ManiSkill's PickCube-v1 and ResetButton-v7 at seed 0, goals resolve into chains of 3 to 7 Jev picks, about 1 second each.
  • One System One request per step chooses the primitive and, when the skill needs a target, the object; Jev never outputs torques or a trajectory.
  • The catalog holds about 30 mutually exclusive skills including open_gripper, up_1cm, hover_over, descend_onto, press_onto, and done.
  • State sent to Jev is privileged sim data - xyz, gripper open/closed, object distances, and the recent chain - and no images go to the model.
  • Click-to-talk uses the browser's on-device speech recognition, so spoken goals are not sent to OpenAI.

Quickstart

bash
git clone https://github.com/TarunTomar122/jev-askable-arm.git
cd jev-askable-arm
uv sync
cp .env.example .env   # put your JEV_API_KEY in here
source scripts/vulkan_env.sh
uv run python scripts/ask_arm_server.py

Watch out

MIT-licensed; needs macOS with MoltenVK for SAPIEN rendering, uv, and JEV_API_KEY or TYPESAFE_API_KEY, and this is simulation with privileged state rather than a real robot or a camera model.

More like this

181GitHub stars
A MuJoCo and Franka Panda workbench where Jev chooses the next manipulation step for pick-and-place, stacking, and obstacle-carry tasks, with rule baselines and side-by-side model comparison.
Cookbooks & Demos#community#python#robotics
Communityembodied-jev
54GitHub stars
A fine-grained robot control study loop for LIBERO tasks: Jev layers an intent, a contact or motion family, and one of 27 control inputs, while reversible MuJoCo previews evaluate each candidate before execution.
Cookbooks & Demos#community#python#robotics
Communityjev-libero
85GitHub stars
A demo application that navigates a Neo4j graph one hop at a time: Jev gets the outgoing relationships as a Choice plus a goal Noul in one system_one call, and beam search follows the probabilities.
Cookbooks & Demos#community#python#neo4j
Communityneo4jev
Back to all resources

From the community

Posts from builders shipping with Jev right now.

Follow @typesafeai

Cua's small System One models

A 706K-parameter form filler

cua open sourced a 706k param model that fills a whole form in one 50ms pass the llm agent doing the same form took 23 turns and 39.6 seconds the specialists are going to eat the generalists from the bottom

Cua
Cua
@trycua

1/ Introducing CUA-S1: a family of System One Models, small, specialized, and built for computer use. Today we're open-sourcing CUA-S1-FORMS, the first in the family: github.com/trycua/cua

Image
Reply

Navigating Neo4j with Jev

Jev 这个 waitlist 还是很给力的,昨天申请,今天就能用上。 给已经拿到 API、但还不知道怎么玩的人整理了一份 Awesome Jev,目前我能确认到的 Jev 项目基本都在这里: 1. jev-ultrafast Browser Use 做的高速浏览器 Agent。Jev Show more

Image
思维怪怪
思维怪怪
@0xLogicrw

前 OpenAI 研究员 Diogo Almeida 创办的 TypeSafe AI 推出新模型 Jev。它有点像一个能读懂自然语言的超级分类器,不生成文本,只返回选项、分数和概率,专门给软件做判断。 普通大模型需要一个 token 一个 token 往外生成,Jev 则可以并行给出多个结果。TypeSafe 还用新的 RLCD

Reply

Reranking 33,047 catalog entries

拿 Jev 做搜索重排,我先泼一盆冷水:单独用,它没打赢向量检索 TypeSafe 的 Jev 这阵子很火,一堆项目拿它做重排。我们在 Agent Skills Hub 的 33,047 条目录上认真测了一次,164 条中英文真实查询,9,831 对分级标注,整套只花了 2.6 美元 三个结论 01|单独重排,约等于没赢 Jev 重排 bge-m3 Show more

Jason Zhu
Jason Zhu
@GoSailGlobal

有美团、阿里的老哥嘛? 试试加一路召回、重排(离线、近实时实现),我觉得有奇效 他在文本理解上 跟之前机器学习、llm很不一样 还能自动打标签做特征

Reply

Six uses that stuck after 60 days

Security decisions that fit Jev

This made me rethink where AI actually fits into security engineering. For purely engineering work, forget about ChatGPT or Claude. TypeSafe AI just released Jev, and I think it’s going to change how we build AI into security workflows. Instead of asking an LLM to “investigate Show more

TypeSafe AI
TypeSafe AI
@typesafeai

we are officially out of stealth! join the frontier and get access to Jev on our website (link on profile)

Reply