18 · 202 projects

Jev for guides & docs

The official starting points plus the best explainers, videos and articles about Jev and RLCD.

What Jev decides: Where to start: the quickstart, the decision primitives and the patterns.

Projects, newest first

Guides & docsJEV, por qué ha revolucionado todoA Spanish guide to what Jev is and how to try it.Guide · Alex dcGuides & docsjev-system-one-referenceIndependent Jev / System One reference with API examples, implementation guidance and reusable prompts for engineers and coding assistants.GitHub · ★ 2 · sebastianbennisGuides & docsA community thread on Jev use casesBuilders compare what they use Jev for.X post · osamalamaaaGuides & docsA Jev-style model on a laptopRun it locally.X post · VALVETONLINEAGuides & docsAn ELI5 for JevThe simplest explanation of TypeSafe’s Jev.X post · jimmeriolesGuides & docsFast, structured decision-making for AI workflowsA wire piece on Jev.X post · ABNewswireJGuides & docsJev apps and how they use confidenceAn observation on confidence in Jev builds.X post · s_tat1204Guides & docsJev’s prompt format and inference codeA guide to the model’s prompt format and how to run inference.X post · picocreatorGuides & docsThe best explanation of JevA pointer to a clear Jev explainer.X post · JamesPardoeGuides & docsTypeSafe introduces System One models and JevA recap of the launch.X post · packapunGuides & docsTypeSafe’s blueprint for building with JevThe founder’s approach to building on Jev.X post · techwith_ramGuides & docsawesome-jev (kydlikebtc)Examples indexed by the decision each one makes.GitHub · ★ 270 · kydlikebtcGuides & docsawesome-jev (Amal-David)Jev demos, projects, SDKs and skills, with source links and a curated X gallery.GitHub · ★ 177 · Amal-DavidGuides & docslearn-jev-end-to-endA free course: 13 agent use cases with a fast brain and a slow brain.GitHub · ★ 6 · harshithsunkuGuides & docsawesome-jev (onmyway133)Awesome projects built with Jev from Typesafe AI.GitHub · ★ 6 · onmyway133Guides & docsawesome-jev (Li-Evan)The most complete gallery of what people build with Jev, TypeSafe's System One model: 3,400+ projects, demos, and write-ups by scenario, each with…GitHub · ★ 5 · Li-EvanGuides & docsjev-cookbook (paramjeetn)The complete cookbook for Jev by TypeSafe AI — 120+ use cases, 10 runnable examples, 4 composition patterns, and first-principles theory for the…GitHub · ★ 4 · paramjeetnGuides & docsA 12-page PDF on building a Jev harnessFrom the Jev founder.X post · 0xSpikezGuides & docsA handbook on Jev as a classifierSatOnchain shares a handbook on using Jev as a classifier for large-scale evals.X postGuides & docsA Jev quick-start checklistFrom the API to jev-browser.X post · thedelostBGuides & docsBuild an agentic harness using JevAvid’s builder’s guide, and the fullest public write-up of the pattern: where the decision layer sits in a coding harness, the five rules that keep…X postGuides & docsHow Jev works, in a one-hour masterclassThe founder explains.X post · spectnfaHGuides & docsHow to train your own Jev for $17Together AI fine-tunes a Jev-like classifier on Qwen3.5 4B: about 38,000 questions sampled from eight public datasets, roughly 25 minutes of…X postGuides & docsJev: a 200 ms decision modelA short explainer: Jev is not an AI-labelled button, it returns a buy, sell or wait with a probability in about 200 ms.X postGuides & docsJevHubA hot list of the Jev ecosystem.GitHub · frontierlabaiGuides & docsJev’s probability thresholdsJev outputs a probability, two thresholds split the answer into yes, no and a third branch between them.X postGuides & docsMeet Laya, the open-source equivalent of JevVictor Janni introduces Laya, an ultra-fast typed decision model, as the open-source equivalent of Jev.X postGuides & docsRewrite if-statements with JevRicky Grannis-Vu on replacing deeply nested boolean expressions with one natural-language sentence for Jev to decide.X postGuides & docsshipwithjev indexes 540 buildsA public index of what people shipped with Jev.X post · Motion_VizGuides & docsjev-engineering-zh《Jev 工程学：为 coding agent 而作》完整中文翻译 — 保留原结构与 7 张插图.GitHub · ★ 116 · yibieGuides & docsJev-Case收集全网优秀 case 的收藏库 | A curated collection of excellent cases from across the web.GitHub · ★ 65 · HiwoniuGuides & docseverything-about-jevTell you everything about jev,TypeSafe AI's System One model for typed decisions.GitHub · ★ 3 · qingshungLIGuides & docsjev-docsCommunity-maintained history of Jev / TypeSafe System One APIs, SDKs, agent guidance, and engineering best practices.GitHub · ★ 2 · chenrui333Guides & docstypesafe-ai-jev-exampleHands-on demos for TypeSafe's Jev (System One) model: six runnable examples and four field notes.GitHub · ★ 2 · ItBayMaxGuides & docstypesafe-docsSystem One Models & Jev documentation.GitHub · ★ 2 · thiagoadrilAGuides & docsAI Company-in-a-Box: Grok Bot + Jevunicode’s 12-step roadmap for a self-managing company: the Grok Bot marketplace supplies the workers, and Jev answers the five forks between them —…X postGuides & docsEleven trending Jev reposThe Jev repositories moving fastest on GitHub, in one post.X post · Jon KraayenbrinkGuides & docsawesome-jev-use-casesAwesome list of TypeSafe AI Jev use cases: 74 demos ranked by likes, 150+ GitHub repos, limits, cost and API examples.GitHub · ★ 146 · walidboulanouarGuides & docsawesome-jev (BeatAPI)We only curate source-reviewed JEV-related projects with 100+ GitHub stars — integrations, tools, open models, and experiments.GitHub · ★ 55 · BeatAPIGuides & docsawesome-jev-liveAwesome Jev — evidence-graded index of TypeSafe System One: SDKs, MCP tools, agents, apps and open models.GitHub · ★ 23 · wh000wh000Guides & docsawesome-jev (tanxarx)All things awesome related to Jev.GitHub · ★ 13 · tanxarxGuides & docsawesome-jev (daftAI2026)TypeSafe System One / Jev community directory — GitHub projects & posts around typed decisions (typesafe.ai).GitHub · ★ 6 · daftAI2026Guides & docsjevguideCurated Jev showcases from X, by category, with media previews.GitHub · ★ 5 · 2456868764Guides & docsjev-docs-zhJev 模型（TypeSafe AI）官方使用文档的中文翻译 | Unofficial Chinese translation of the official Jev (TypeSafe AI) docsGitHub · ★ 5 · Bald0WangGuides & docsjev-aiJev AI quickstart & FAQ — TypeSafe AI's System One model.GitHub · ★ 4 · codaaiteamGuides & docsjevcodeJevCode — Jev (TypeSafe System One) 技术解决方案与最佳实践 ·GitHub · ★ 1 · miounet11Guides & docsAn Astra-made explainer for JevNot understanding the hype, the author had a model explain it.X post · wtry1102Guides & docsAuto-generated backgrounds for a Jev explainerDirecTune produces the visuals and the video around them.X post · sidodtvGuides & docsHundreds of tools built on Jev, collectedA GitHub collection treating decisions as their own primitive.X post · rryssfJGuides & docsJev chooses, the LLM writesA short explainer with a 1x demo, no speed-up.X post · VertrAIJGuides & docsJev Explained for NormiesMatt Canham’s X article, written for everyone who read the launch posts and still did not get it.X postJGuides & docsJev is INSANE for Marketingjaffa’s X article on the marketing work Jev takes over once the decisions, not the writing, are the bottleneck.X postTGuides & docsTokens saved, AI employees multipliedWhy the author treats Jev as a skill worth learning properly.X post · ryo_hukugyo_proGuides & docsTwenty Jev builds in one threadA curated roundup of twenty builds, each with its skills.sh link.X post · Charlie HillsGuides & docsawesome-jev (heyjunpenn)A community-maintained catalog that claims 433 verified open-source projects built with Jev.GitHub · ★ 788 · heyjunpennGuides & docsawesome-jev-toolsA curated list of tools built for Jev — TypeSafe AI's System One model for typed decisions.GitHub · ★ 703 · v-modalGuides & docsjev-skillOscar Wu’s collection of Jev use cases, workflows and agent skills, gathered in one repository.GitHub · ★ 471 · wuyoscarGuides & docsawesome-jev (AppitStudio)Curated Jev resources and runnable examples for typed decisions.GitHub · ★ 83 · AppitStudioGuides & docsjev-hubJEV HUB · X 上关于 TypeSafe AI「系统一模型」Jev 的长文与演示视频聚合（保留原链与作者）｜ 谁是专家 出品.GitHub · ★ 23 · mizzleloverGuides & docsjev-radar📡 全网最全 · The world's most comprehensive tracker of the Jev (TypeSafe AI System One) ecosystem — 220+ documented cases · 108 confidence-graded entries…GitHub · ★ 22 · everyinfraGuides & docsawesome-jev-usecases (aliaihub)Evidence-backed use cases, patterns, and guidance for building with Jev, TypeSafe AI's System One model.GitHub · ★ 18 · aliaihubGuides & docsawesome-jev-usecasesEvidence-backed index of real-world Jev (TypeSafe AI System One) use cases: repos, patterns, benchmarks, and measured results.GitHub · ★ 17 · anandi1989Guides & docsawesome-jev (MrJev)Selective list behind a 10-star bar, with hands-on reviews at mrjev.com recording what each tool sends and where.GitHub · ★ 10 · MrJevAGuides & docsawesome-jev (ckaraca)A curated list of tools, integrations, and experiments built on Jev, TypeSafe AI's System One model for fast, typed decisions.GitHub · ★ 9 · ckaracaGuides & docsJEV-languageGive your Jev language.GitHub · ★ 1 · Nolane-xGuides & docsJevableNikunj Kothari’s directory of the demos posted on X, filterable by category, with a button to add your own.Guide · Nikunj KothariTGuides & docsThe Jev + Claude Code Stackcyril on where the 200× and 400× headline figures come from and why they are a ceiling rather than a typical result: 31 bounded checks counted in one…X postGuides & docsawesome-jev-typesafeTyped decisions with TypeSafe's Jev, the first System One model.GitHub · ★ 132 · valentynkitGuides & docsawesome-jev (kraayenjon)The companion list to this site: use cases, projects, SDKs, tools and learning resources, with pricing, limits and a quick start.GitHub · ★ 130 · kraayenjonGuides & docsawesome-jev-zhJev / TypeSafe System One 中文精选列表：官方资料、SDK、爆款应用、Agent 工具、开源复现与独立评测，附中文上手指南，每日自动收录 GitHub 热门项目。GitHub · ★ 70 · yzflyGuides & docsjev_projectsList of projects that use typesafe's jev.GitHub · ★ 1 · X0EFGuides & docsDiogo Almeida in five minutesA short clip shared by darkzodchi: TypeSafe’s founder on why older LLMs were good at talking and bad at deciding.X postGuides & docsDiogo Almeida’s tech talkA 36-minute talk by TypeSafe’s founder, shared by Codez: why he thinks agents with no human in the loop come next, and how models like Jev are…X postGuides & docsLLMs vs. Jev, clearly explainedAkshay Pachaar: Jev does not generate text at all.X postGuides & docsQué es Jev, en 4 minutosJony Musky, in Spanish: what Jev is, what it does not do, and why it changes where you put a model.X postGuides & docsThe 10-step roadmap, summarisedCharly Wargnier’s thread condenses codila’s article: batch decisions, put Jev at bounded forks, and keep it out of math, writing and irreversible…X postGuides & docsawesome-jev-projects思维怪怪’s source-backed radar of the open-source ecosystem, in English, Chinese, Japanese and Korean.GitHub · ★ 473 · logicrwGuides & docsawesome-jevA source-backed list of projects built with Jev.GitHub · ★ 382 · cobanovGuides & docsawesome-jev (fatwang2)A source-backed project directory, with a GitHub review workflow that uses only Jev.GitHub · ★ 204 · fatwang2Guides & docsjev-grugHelping JEV speak <3.GitHub · ★ 4 · mkotlikovGuides & docs19 open-source Jev projectsJason Zhu’s roundup of 19 open-source Jev projects with about 6,800 stars between them.X postGGuides & docsGetting started: install the skillIan Nuttall: add the official skill, then run /typesafe-ai in your project to find where Jev can replace slow, expensive LLM calls.X postJGuides & docsJev Clearly ExplainedAkshay Pachaar’s X article on Jev as a millisecond decision layer, and where it sits next to an LLM.X postJGuides & docsJev Engineering: a 10-step roadmapcodila’s X article on what Jev is, how to set it up, and where its speed and cost advantage comes from.X postGuides & docsJev on OpenRouterJev is live on OpenRouter in beta: app state and a typed question in, a typed decision with a probability out.X postJGuides & docsJev, explained like you’re fiveMatt Van Horn: think AI multiple choice, not AI essay writing.X postGuides & docsThe coolest Jev projects on XMoritz Kremb’s thread of the best Jev projects he found on X in one day.X postGuides & docsThe use cases Jev unlocksTonino Catapano’s demo, and his prediction: the fastest-growing SaaS by MRR within a month or two.X postGuides & docsWhat Jev is, and the businesses it unlocksGreg Isenberg: find an expensive queue and put Jev at the front of it.X postWGuides & docsWTF is Jev, and 9 things people are buildingMatt Van Horn’s summary of his article about Jev.X postGuides & docsawesome-jev (yibie)Public Jev projects, integrations and discussions, sorted by category.GitHub · ★ 1.6k · yibieGuides & docsAwesome TypeSafeAnother collection of tools and examples.GitHub · ★ 513 · AbdelStarkGuides & docsawesome-typesafeA source-backed field guide to TypeSafe’s System One model.GitHub · ★ 503 · AbdelStarkGuides & docsawesome-jev (AnotiaWang)A community list of projects, wrappers and examples.GitHub · ★ 342 · AnotiaWangGuides & docstypesafe-arenaA playground for TypeSafeAI's Jev Model.GitHub · ★ 2 · DeepBlueDynamicsGuides & docsjev-should-i-applyTypesafe/Jev public X demo.GitHub · ★ 1 · cardotrejosGuides & docsQuickstartMake your first typed decision request.GuideGuides & docsWorkflow evaluationsExplore published task evaluations.GuideGuides & docsDocumentationIntroduction, primitives, patterns, cookbooks, HTTP API, and SDK references.Guide · walterGuides & docsEarly Jev tools roundup思维怪怪’s hand-checked list of early Jev projects, with a walkthrough of each.X postGuides & docsHacker News launch threadThe launch discussion, including the doubts about the benchmarks.GuideGuides & docsJev repositories worth a look, in JapaneseStudioYebisu’s roundup of GitHub repositories, mostly computer use and automated trading.X post · @studio_yebisuGuides & docsAPI referenceRead request and response formats.GuideGuides & docsOfficial playgroundTry questions with your API account.SiteGuides & docsKnown limitsRead documented weaknesses before building.GuideGuides & docsPrimitivesUnderstand yes/no, choice, and score outputs.GuideGuides & docsPatternsCompose decisions into application logic.GuideGuides & docsParallel questionsAsk several questions in one request.GuideGuides & docsAI that does not talkPractical guide: playground, Python and JS SDKs, raw HTTP, and the agent skill.SiteGuides & docsAINews: Jev, a System One Model that only decidesLatent Space's launch-day roundup: over 100x faster and 200x cheaper than small frontier LLMs.GuideCGuides & docsCustom Jev-style models for agent workflowsScott Williams on using parallel constrained decoding to make existing agent systems use fewer tokens.X postGuides & docsFull Jev tutorialMoritz Kremb’s video: what Jev is, API setup, and three demos: a voice-controlled browser, AI memory and a YouTube predictor.X postGuides & docsJev on Cloudflare AI GatewayCloudflare’s announcement: send state and typed questions, get structured answers your code can use directly.X postGuides & docsJev: System One models explainedThe Neuron's explainer on AI decisions without a chatbot.SiteGuides & docsJev: System One models explained (DataCamp)Third-party write-up of the System One primitives, pricing, and vendor workflow evals.SiteGuides & docsJev: The Language Model That Will Not TalkAnthony Maio's essay on what a model that cannot generate text is for.GuideGuides & docsJev’s architecture, notes in JapaneseYoshimasa Iwase’s notes on Archer Hume’s article: shared state, isolated questions, calibration and a likely mixture of experts.X postGuides & docsManifestoThe case for machine-native intelligence built for software, not conversation.SiteGuides & docsdevelopersdigest.techRelease-week technical roundup: API, evals, adapter, and skill.SiteGuides & docsTypeSafeのJevを正しく驚くJapanese walkthrough of what Jev is and is not.GuideGuides & docsmohammedshehu.comShort practical intro with a Python ticket-triage example.SiteAGuides & docsA hype-free explanation of JevNathan Flurry: Jev does not replace GPT or Claude.X postGuides & docsArbitrary classification as a primitivecocktail peanut: Jev did not reinvent classification.X postGuides & docsJev in 34 secondsShort video explainer of how Jev's typed-decision loop works.X postGuides & docsJev Typewriter launchSteve Krouse's playable 16-judgment demo and video.X postLGuides & docsLLMs generate answers, Jev makes decisionsPaarangat explains the difference with a user-account example.X postGuides & docsTypeSafe launchRead the company’s introduction to Jev.Guide · TypeSafe AIGuides & docsLaunch thread by Diogo AlmeidaTypeSafe's founder on why RLCD-trained decision models are a shorter path to value than chat models.X postGuides & docsAwesome JevExplore a broad community project index.GuideGuides & docs3 free ways to run JevJulian Goldie on three free ways to run Jev.YouTube · youtube.com/@JulianGoldieSEOGuides & docsA new kind of AI model is thrilling developersTechCrunch on Jev: why developers see a cheaper and faster path to software intelligence.GuideGuides & docsA study session with 50 engineers, in JapaneseLayerX ran a 30-minute internal session on Jev.GuideGuides & docsAwesome Jev: 100+ powerful use casesJulian Goldie runs through more than a hundred Jev use cases.YouTube · youtube.com/@JulianGoldieSEOGuides & docsawesome-jev-by-typesafeA community roundup collecting ways to use TypeSafe Jev: patterns, prompts, starter code, examples and more.GitHub · @Anil-matchaGuides & docsBlink: a Jev-like decision model for C and WASMA Show HN for Blink, a high-performance Jev-like decision model written for C and WebAssembly.GuideGuides & docsBuild a browser extension with JevA Towards Data Science walkthrough: a browser extension with Jev deciding.GuideGuides & docsBuild anything with JevDavid Ondrej explains how to use Jev, the architecture behind it, and how to build a business on it.YouTube · youtube.com/@DavidOndrejGuides & docsBuilding a harness with JevLangChain walks through putting Jev inside an agent harness.YouTube · youtube.com/@LangChainGuides & docsjevcli.vectorz.appexactly, check out the other commands if you want : ] I put a website showcasing themSite · NasrGuides & docsAwesome-jev-usegathered the best use cases for jev if you want to be cited please share your repo link and we will add it after testingGitHub · Mr ayman𓅓Guides & docstypesafeai.appHey everyone 👋 I've been collecting public demos of what people are building with Jev, and I finally put them together into a directory: To be clear…Site · gerrad_kGuides & docsHow to build a harness with JevA LangChain and TypeSafe conversation on building a harness around Jev.YouTube · youtube.com/@LangChainGuides & docsHow to use Jev: a practical guideValyu’s practical guide to TypeSafe’s System One model, on DEV.GuideGuides & docsI built the Jev architecture a year agoA r/LocalLLaMA post from someone who says they built and open-sourced the architecture a year before launch.GuideGuides & docsI paired Jev with AstraHunter Bohm on how Jev works, pricing and parallel decisions, whether it is actually new, and his own Astra plus Jev benchmark.YouTube · youtube.com/@TheHunterBohmGuides & docsI tested the new Jev modelAlbert Olgaard tests Jev and explains why the System One models matter.YouTube · youtube.com/@albertolgaardGuides & docsisaacflath.comI tried some stuff with Jev and wrote about it.Site · Isaac.FlathGuides & docsIntroducing Jev-as-a-judgeDeepEval’s introduction to JevEval: evals built with Jev as the judge.GuideGuides & docsIt really is. No joke.Maximilian Schwarzmüller on a new kind of model that beats LLMs in the areas it was built for.YouTube · youtube.com/@maximilian-schwGuides & docsJev + Treg is a crazy combo for automation...AI Jason pairs Jev with Treg and builds automation on top of the two.YouTube · youtube.com/@AIJasonZGuides & docsJev AI Full COURSE 1 HOURJulian Goldie’s hour-long course: the three question types, many decisions batched in one request, and ten use cases, from email sorting and lead…YouTube · youtube.com/@JulianGoldieSEOGuides & docsJev AI just changed video editing foreverKev makes Jev the decision maker inside HyperEdit, his open-source AI video editor, and walks through the whole setup with Claude Code.YouTube · youtube.com/@KevBuildsAppsGuides & docsJev AI just droppedJack Roberts walks through the three kinds of micro decision: a yes or no, a choice from preloaded options, and a score from 1 to 100.YouTube · youtube.com/@Itssssss_JackGuides & docsJev Claude Code: Quick SetupMG walks through setting Jev up with Claude Code from scratch.YouTube · youtube.com/@MG_cafeGuides & docsJev crash course: typed AI decisionsTelusko’s crash course on typed decisions with TypeSafe.YouTube · youtube.com/@TeluskoGuides & docsJev Creator: System One models for prod, not godLatent Space interviews TypeSafe’s Diogo Almeida on what System One models are for.YouTube · youtube.com/@LatentSpacePodGuides & docsJev de TypeSafe: qué es el primer modelo System OneSkills Agentes’ guide in Spanish: what Jev does, what it costs, what the evals say, and where it fits in an agent.GuideGuides & docsJev decisions in a Pi SDK harnessDAIR Academy on building a custom harness with Jev and Pi.GuideGuides & docsJev Explained for Python DevelopersDave Ebbelaar in Python: a support-ticket classification first, then Choice, Score and Noul, several questions in one call, and latency and price…YouTube · youtube.com/@daveebbelaarGuides & docsJEV explained in 17 minutes with codecodebasics explains Jev with runnable code.YouTube · youtube.com/@codebasicsGuides & docsJev Explained in 3 MinsKodeKloud’s short: what a System One model decides, and why it answers in milliseconds.YouTube · youtube.com/@KodeKloudGuides & docsJev explained in 7min..Caleb Writes Code: what Jev is and how to use it, in seven minutes.YouTube · youtube.com/@CalebWritesCodeGuides & docsJev explained with Python examplesZazenCodes works through Jev hands on in Python, from a first call to typed decisions.YouTube · youtube.com/@ZazenCodesGuides & docsJev full tutorial for beginnersMikey No Code sets Jev up from scratch and shows how to use it.YouTube · youtube.com/@MikeyNoCodeGuides & docsJev in Pydantic AIPydantic AI’s docs for the native TypeSafe model, to call Jev from a Pydantic AI agent.GuideGuides & docsJev is HERE. How to use itGreg Isenberg and Ryan Vogel on the Startup Ideas Pod: what Jev is, the businesses it unlocks, and how to call it today through the Vercel AI Gateway.YouTube · youtube.com/@GregIsenbergGuides & docsJev is incredibleTheo on what Jev does and why it matters.YouTube · youtube.com/@t3dotggGuides & docsJev is INSANE! How to use it and its use casesRob The AI Guy explains Jev fully, with the use cases he found.YouTube · youtube.com/@RobTheAIGuyGuides & docsJEV Is NOT an LLM — Here's What It Actually DoesZubair Trabzada's AI Workshop: what Jev actually does, and why calling it an LLM misleads.YouTube · youtube.com/@AI-GPTWorkshopGuides & docsJev is the first of a whole new class of AI modelsCole Medin on what the class is, and how to actually use it.YouTube · youtube.com/@ColeMedinGuides & docsJev on Netlify AI GatewayNetlify’s changelog: Jev through its AI Gateway with zero configuration.GuideGuides & docsJev System One Model, clearly explainedSean’s AI Stories: TypeSafe AI, fast judgment and evaluation, explained end to end.YouTube · youtube.com/@seanaiGuides & docsJev through LiteLLMLiteLLM’s pass-through docs for calling TypeSafe from an existing LiteLLM proxy.GuideGuides & docsJev vs. Laya: what they are and the controversyAdam Gardner on both decision models and the argument around them.YouTube · youtube.com/@AdamGardnerGuides & docsJev, with Diogo AlmeidaLatent Space interviews TypeSafe's Diogo Almeida about System One models and what Jev is for.GuideGuides & docsjev.directoryA community directory of systems built on Jev, listed by the Noul, Score and Choice questions they send.GuideGuides & docsJev: fast and cheap, but there is a caveatGary Explains on the catch: Jev understands natural language but it is not an LLM.YouTube · youtube.com/@GaryExplainsGuides & docsJev: full tutorialMoritz starts from the API key, then builds three prototypes: a voice-controlled browser, memory retrieval, and a YouTube topic scorer, and says…YouTube · youtube.com/@promptwarriorGuides & docstiny.ccJev: The Definitive Guide to System One AI in TypeScriptSite · TronixGuides & docsJev: the ultimate classification model?Sam Witteveen on System 1 thinking, then demos of Choice, Score and Noul, a practical example, and chained actions.YouTube · youtube.com/@samwitteveenaiGuides & docsJev’s Architecture UnmaskedArcher Hume probed Jev with 10,000 API calls to work out roughly how it is built.GuideGuides & docsJev’s top 5 use casesKaya Rezende picks five things to build with Jev.YouTube · youtube.com/@KayaRezendeGuides & docsLaya-mlx and 12 more trending reposA weekly roundup of trending open-source AI repositories, Laya-mlx at the top.GuideGuides & docsLet’s look at JevJean-François Lépine on Choice, Noul and Score, calibrated confidence and batching questions, with a complete Python project.GuideGuides & docsLivestream: coding with JevNeural Breakdown with AVB takes Jev apart and looks at architectures for models that predict JSON.YouTube · youtube.com/@avb_fjGuides & docsOpen Jev Models Are Here!!Sam Witteveen goes through the open decision models released in Jev's first week.YouTube · youtube.com/@samwitteveenaiGuides & docsOpen Source, Faster Jev is HERECoderone on Laya, the open System One model from Convai Innovations: what typed decisions are, why they replace a share of LLM calls, and Laya run…YouTube · youtube.com/@CoderOneGuides & docsQué es Jev, el modelo System One de TypeSafe AIOur explainer in Spanish, on LinkedIn: what a System One model is, what Jev decides, and where it fits.GuideGuides & docsRun a Jev-style model on your own GPUCloud Codes sets up a Jev-style decision model on local hardware.YouTube · youtube.com/@CloudCodesGuides & docsiambraun.comHere we are folks. A self-updating, curated list of Jev that is actually in production, as opposed to a demo or functionality test.Site · DGB@workflowtech.aiGuides & docsThe brand new AI: JevSupabase, in a short: Jev introduced in under a minute.YouTube · youtube.com/@SupabaseGuides & docsWhat is Jev AI? Explained simplyLearn with Whiteboard on how Jev works, whether it replaces LLMs, and Jev against LLMs.YouTube · youtube.com/@LearnwithWhitebGuides & docsWhat is Jev and how to use it?AI Automation Station on what Jev is and why it matters.YouTube · youtube.com/@AIAutomationStaGuides & docsWhat is Jev, and how to use it?Thetips4you’s short walkthrough of Jev and how to call it.YouTube · youtube.com/@Thetips4youGuides & docsWhat is Jev? (and is Laya better?)GitButler on what Jev is, and how Laya compares.YouTube · youtube.com/@GitButlerGuides & docsWhat is Jev? (Tech Brew Ride Home)A podcast segment on TypeSafe AI, its $40 million raise, and why the name is a nod to Jevons paradox.YouTube · youtube.com/@TechBrewRideHomGuides & docsWill Jev replace LLMs?Krish Naik on what Jev is from TypeSafe AI, and whether it replaces an LLM.YouTube · youtube.com/@krishnaik06Guides & docsWorked examples via OpenRouterRajeeve Kuriakose’s runnable Jev examples, through OpenRouter, so you can start today.GitHubGuides & docswtf is jev?CJ from Syntax explains how Jev works, then demos browser use, classification, code review, a model router and a chat bot with no LLM.YouTube · youtube.com/@syntaxfmGuides & docsConfidenceUnderstand the certainty reported by the API.GuideGuides & docsNoul consistencyExplore consistency across yes/no judgments.GuideGuides & docsClassifyBrowse use cases organized by decision pattern.Guide

Other use cases

Agents & browsers 193Coding & code review 227Routing & model choice 161Context & memory 66Search & RAG 56Data & extraction 61Documents & research 28Safety & guardrails 131Support & inbox 45Marketing, sales & social 95Trading & finance 46Games & real time 173Creative & generative UI 40Home, robots & devices 20Everyday apps 113SDKs & integrations 308Benchmarks & research 332