Jev for Robotics & Hardware
36 curated Jev resources. Robotics, hardware, and embodied agents.
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- Docs3
- Repos & sites27
- Videos3
- Articles2
- Playgrounds1
All 36 Jev resources for Robotics & Hardware
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36 resources
An agricultural advisory demo that turns sensor readings, a forecast, and a crop stage into a next-action choice plus an urgency score, routing marginal readings to an agronomist instead of triggering an application.
Jev Demos & Experiments#community#python#agriculture
Community
A warehouse pick-verification step that compares a scanned item, the bin's expected contents, and the order line to decide between accept and re-scan, catching confusable picks a barcode alone would pass.
Jev Integrations & Adapters#community#python#robotics
Community
The vision sibling: the same text-trained System 1 head on Qwen3.8-27B's image encoder, taking images zero-shot, ranked first of 20 vision decision models on the community Jev Decision Index 0.3.
Jev Models & Reimplementations#community#open-models#local
Community
3GitHub stars
Measured robotics study that runs Jev as the decision layer for a 10,000-robot warehouse fleet over 41 bilingual incident templates and publishes a crossover against a self-hosted ModernBERT: 0.527 s p50, $24.57 per million decisions, and 91.3% agreement with template labels.
Jev Benchmarks & Evaluations#community#robotics#fleet-triage
Community
robokrunch/jev-physical-aiPython
robokrunch/jev-physical-aiPython0GitHub stars
Three.js autonomous-driving simulator that splits work between a System 2 slow planner and a Jev-style System 1 reflex loop at 60 Hz, with a safety brake that overrides the planner and applies full braking when time-to-collision drops below threshold.
Jev Demos & Experiments#community#threejs#simulation
21GitHub stars
Multimodal finite-choice decision interface and MuJoCo robotic-arm workbench: dual-camera images and state go to a self-hosted Qwen3.5-9B with a corrective head, which returns one typed next-skill choice without generating text.
Jev Models & Reimplementations#community#robotics#multimodal
Community
shapsider/OmniJevPython
shapsider/OmniJevPython1GitHub stars
MuJoCo simulation where a local decider-2b model picks the next skill for an AgileX PiPER arm through a Jev-style typed-choice interface while the red cube target is pushed to new positions mid-run. Deterministic checks may reject a chosen skill but never substitute another.
Jev Demos & Experiments#community#robotics#simulation
Community
Hu-xiao-max/jev_robotPython
Hu-xiao-max/jev_robotPythonDan Makes Things wires an ESP32 robot so Jev picks the next move, and asks whether it is the first robot controlled that way.
Jev Demos & ExperimentsVideo#community#video#robotics
Community
306GitHub stars
Local macOS computer-use automation on Apple silicon using on-device laya typed decisions and CUA-S1-FORMS for filling, via the Accessibility API.
Jev Demos & Experiments#community#browser#local
Community
FluidInference/FluidUseSwift
FluidInference/FluidUseSwift131GitHub stars
A Python toolkit that puts Jev, Laya, or Cua-S1 at the center of browser, computer-use, robotics, and game agents, with a CLI and an MCP server.
Jev Repos & SDKs#community#python#agents
Community
ThinkFlowLab/system1-agentsPython
ThinkFlowLab/system1-agentsPythonA 3D robot that understands without generating text: one TypeSafe call per turn with nine typed questions, then code decides whether to act, ask, or shrug.
Jev CookbooksPlayground#community#playground#embodied-agent
Community
A local-inference walkthrough that compares Kev, SemIf, Von, and OpenJev on consumer hardware, including Brier scores and a fake-probabilities warning.
Jev Practices & PatternsVideo#community#video#open-models
Community
A two-hour recorded run of 50 financial workflows with saved outputs, baselines, and failures, from ledger integrity to AML triage and sanctions matching.
Jev CookbooksVideo#community#video#finance
Community
0GitHub stars
A community Rust port of the official Python SDK with the same primitives, wire format, retries, and error semantics, plus derive macros for typed questions and answers.
Jev Repos & SDKs#community#rust#sdk
11GitHub stars
An agent skill for deciding where typed judgments belong beside code, policy, and generation, with Jev examples for question design and abstention plus an offline probability and threshold evaluator.
Jev Tools & CLIs#community#skills#agents
Community
24601/AugustusPython
24601/AugustusPython12GitHub stars
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.
Jev Cookbooks#community#python#robotics
Community
TarunTomar122/jev-askable-armPython
TarunTomar122/jev-askable-armPython32GitHub stars
Two WebAssembly builds of the Chocolate Doom 3.1.1 engine play the same Freedoom map from the same initial state, with a Jev Choice decision picking each tactical macro and a local controller turning it into inputs.
Jev Cookbooks#community#typescript#games
Community
lukaske/jev-doom-agentTypeScript
lukaske/jev-doom-agentTypeScript1GitHub stars
A Rust derive layer for typed System One decisions: enums and structs become Choice, Score, and Noul questions with compile-time-checked, confidence-gated answers, plus a scriptable fake client for network-free tests.
Jev Repos & SDKs#community#rust#sdk
Community
AbdelStark/s1-rsRust
AbdelStark/s1-rsRust257GitHub stars
A Python CLI that connects multiple robots under one contract with an optional Jev stepper: Jev picks among permitted discrete calls while an LLM writes poses and prose and the executor enforces safety gates.
Jev Tools & CLIs#community#python#robotics
Community
rokbenko/quackdPython
rokbenko/quackdPython287GitHub 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.
Jev Cookbooks#community#python#robotics
Community
FBddcz/embodied-jevPython
FBddcz/embodied-jevPython9GitHub stars
Experimental Android sub-agent that gives Jev a bounded list of technically valid UI actions per step, with requirement-driven subgoals, durable SQLite tasks, confidence gates and escalation instead of coordinates.
Jev Tools & CLIs#community#python#agents
Community
Friedjof/jev-mobilePython
Friedjof/jev-mobilePython12GitHub stars
Unofficial companion to dspy-typesafeify that records and replays TypeSafe calls to measure calibration, selective risk, confidence-gated abstention, latency, tokens and modeled cost for Jev decisions.
Jev Practices & Patterns#community#python#evaluation
Community
jmanhype/jev-dspy-labPython
jmanhype/jev-dspy-labPython57GitHub stars
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.
Jev Cookbooks#community#python#robotics
Community
lykycy123/RoboJEVPython
lykycy123/RoboJEVPython4GitHub stars
An SO-101 workbench where an evaluation model or rules baseline picks bounded joint steps from typed candidate actions: decision runs are spend-capped via the Vercel AI Gateway and drive a real LeRobot arm or mock hardware.
Jev Cookbooks#community#typescript#robotics
Community
grmkris/robo-harnessTypeScript
grmkris/robo-harnessTypeScript218GitHub stars
A community Jev directory of 899 entries with a searchable companion site at awesomejev.com: official docs and SDKs, community clients, agent tools, browser and computer-use projects, games, benchmarks, and articles.
Jev Guides & Articles#community#javascript#awesome-list
Community
hellogumbo/awesome-jevJavaScript
hellogumbo/awesome-jevJavaScript183GitHub stars
An unofficial curated list of Jev use cases, SDKs, tools, and learning resources, paired with madewithjev.com, a directory of builds that reports each author's own cost and latency numbers.
Jev Guides & Articles#community#awesome-list#directory
Community
kraayenjon/awesome-jev
kraayenjon/awesome-jev501GitHub stars
A curated gallery of papers, open models, and independent evaluations behind System One models and Jev, with 131 entries in 8 sections and a dated news log on a companion site.
Jev Guides & Articles#community#javascript#awesome-list
241GitHub stars
A local browser agent that reads social media by driving your signed-in Chrome across Xiaohongshu, TikTok/Douyin, Instagram, and LinkedIn; a companion Jev Social demo lets Jev choose bounded socai CLI operations and produce a source-linked report.
Jev Tools & CLIs#community#rust#browser
Community
socai-io/socaiRust
socai-io/socaiRust80GitHub 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.
Jev Cookbooks#community#python#robotics
Community
Dimweaker/jev-liberoPython
Dimweaker/jev-liberoPythonA browsable atlas of 1,018 AI papers from August 2025 to August 2026, sorted into 24 topic collections with labs, citations, and code links, plus a reproducible cost benchmark for summarizing 1,000 papers.
Jev Guides & ArticlesArticle#community#directory#benchmarks
Community
Tom's Hardware's launch report on Jev, covering how the API takes program state and typed statements and returns yes/no answers, choices, or probability distributions with confidence values.
Jev Guides & ArticlesArticle#community#article#api
Community
The official demo hub, currently home to the Smart Home Assistant, which uses speculative questions to pick a tool and falls back to a general model when nothing fits.
Jev Tools & CLIsDocs#official#demo#tool-calling
Official
Reconstruct Markdown from unformatted text in two requests: 16 Noul line-pair questions stitch split sentences, then 62 questions classify each block's type and companions.
Jev CookbooksDocs#official#cookbook#formatting
Official
443GitHub stars
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.
Jev Cookbooks#community#python#games
Community
fhshaik/typesafe-marioPython
fhshaik/typesafe-marioPython266GitHub stars
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.
Jev Cookbooks#community#python#robotics
Community
RomanSlack/jev-dronePython
RomanSlack/jev-dronePythonA smart home assistant that uses TypeSafe to evaluate user requests, pick a tool, and fill its arguments from plain language.
Jev CookbooksDocs#official#demo#tool-calling
Official
Related industries
Industries that overlap with Robotics & Hardware.
Jev articles
Original guides that go deeper on Jev robotics & hardware.
Interface, size, license, claims — in that order. A selection guide across the system-one catalog, from a 706K form scorer to 27B Jev students.
Jev Practices & Patterns#open-models#evaluation#benchmarks
Read article
Hundreds of repositories carry the system-one tag, but the ecosystem is a dozen ideas in different sizes. A tour of the families, the licenses, and what a download does not include.
Jev Models & Reimplementations#open-models#hugging-face#local
Read article
A game tick is a state plus a legal action list. How Clash Royale, Minecraft, and the earlier Mario, Pokémon, StarCraft, and drone loops ask Jev one step at a time.
Jev Demos & Experiments#gaming#agents#control
Read article
Watch: Jev in action
Video walkthroughs and demos from the community.
YouTube: Maximilian Schwarzmüller on the new kind of model that beats LLMs in the areas it was built for.
YouTube: Albert Olgaard tests Jev and explains why System One models matter.
YouTube: Hunter Bohm on pricing, parallel decisions, whether Jev is actually new, and his own Astra plus Jev benchmark.
Discussions about Jev
Threads from Reddit and Hacker News about building with Jev.
Hacker News: Thread on Selmar's Jev code-review calibration notes and ordering.py comparisons.
Lectem2 pointsCalibrating Jev as a Code ReviewerRead the thread on Hacker NewsHacker News: Qualitative researchers classifying participant free text with Jev at negligible cost.
effisfor13 pointsI was impressed by Jev, please explain why I shouldn't beRead the thread on Hacker NewsHacker News: Show HN for public Minecraft PvP where a diffusion LM picks moves from structured state.
2 pointsShow HN: Minecraft PvP against DiffusionGemma-as-Jev, 24 ms per decisionRead the thread on Hacker NewsHacker News: A one-token logprob wrapper that also classifies webcam frames.
allanrbo151 pointsA single function Jev-like wrapper for LLMs, including vision modelsRead the thread on Hacker NewsFrom the Jev community
Posts from builders shipping with Jev right now.