JEV 프로젝트
여기 있는 모든 Jev 프로젝트는 Jev를 실제 타입 판단 —— 라우팅, 채점, 검증, 가드레일 —— 에 쓴다. 다만 전부가 코드는 아니다. 어느 쪽인지는 「종류」 열이 알려 준다.
- typesafe-adblockChrome extension that asks Jev whether each DOM element is an ad, turning ad blocking into a stream of per-element typed questions.적응형·실시간 UIREPOgithub.com
- unclutterWXT extension where Jev decides per page element whether it is clutter, removing it under reusable template rules.적응형·실시간 UIREPOgithub.com
- siftChrome extension that labels every post in an X timeline - substance, humour, chit-chat, promo, junk, or AI-written - with Jev decisions.적응형·실시간 UIREPOgithub.com
- json-renderPICKVercel Labs' UI framework uses Jev in its compose path to pick which components and actions a rendered interface should contain.적응형·실시간 UIREPOgithub.com
- PlotVeilChrome extension that covers each YouTube comment while one Jev `Noul` question, batched 20 at a time, answers whether it reveals a concrete plot event of the video being watched or of another title the user protects, with the extension owning the 0.85 / 0.7 / 0.5 threshold and keeping the comment covered when the check fails.적응형·실시간 UIREPOgithub.com
- jev-canvasdraw on a tldraw canvas by voice while pointing a webcam-tracked finger; on every partial transcript Jev answers eight typed questions (is it a command, is the sentence complete, action, shape, colour, target, place, size) and plain code gates them with thresholds, in English and Ukrainian, 300–550 ms per decision.적응형·실시간 UIREPOgithub.com
- DWIMa macOS command palette that reads the frontmost app's menu tree through the accessibility API, asks Jev one `Noul` per menu item against the user's plain-language request, and presses the top match when it clears a probability threshold, falling back to a ranked list otherwise and never auto-running destructive items.적응형·실시간 UIREPOgithub.com
- SemanticSpaceplaces phrases in 2D by asking Jev how strongly each one relates to two chosen axis concepts and using those scores as coordinates.적응형·실시간 UISITEsemanticspace.dev
- jev-socialuses a Jev `Choice` at each step to select a concrete socai CLI operation and observed post or profile target on Instagram, TikTok, or LinkedIn, rejecting malformed or low-confidence decisions before execution.에이전트 판단REPOgithub.com
- Jev UltrafastPICKbrowser-use's ultrafast agent where Jev decides each next action and element to click, calling a language model only when text must be typed.에이전트 판단REPOgithub.com
- jev-agent-browsera parent agent delegates bounded tasks to a Jev loop that selects typed browser actions, validates them through agent-browser, and escalates ambiguity or stuck states back to the parent.에이전트 판단REPOgithub.com
- pi-typesafe-jevexposes System One judgments as five Pi tools so a model makes narrow semantic judgments while code and users keep control of thresholds, weights, and actions.에이전트 판단REPOgithub.com
- jev-judgmentagent skill that sends closed coding-agent judgments to Jev so verdicts stay typed, cheap, and comparable across runs.에이전트 판단REPOgithub.com
- limpetStop hook that keeps an agent from finishing too early by judging plain-language completion rules with Jev.에이전트 판단REPOgithub.com
- robo-harnessSO-101 arm workbench where a Jev decision runner picks bounded joint steps from typed candidate actions under a spend budget.에이전트 판단REPOgithub.com
- dsh-auto-modeDeepSeek Harness permission preset whose end-prompt step has Jev answer the open questions an agent leaves in its final message, steering them back only when a choice clears 0.6 confidence and an autonomy-safety Noul clears 0.5, and returning the turn to the human otherwise.에이전트 판단REPOgit.allen-software.com
- augustusagent skill that maps Choice, Score, and Noul onto classical methods so an agent can place typed judgment in software, with a composition algebra, question-design diagnosis, and a validation gate that requires a falsifying experiment.에이전트 판단REPOgithub.com
- yoshiproxy for Claude Code and Codex where Jev judges which conversation history is still needed before pruning.에이전트 판단REPOgithub.com
- pi-jev (TheoOliveira)semantic tool routing and typed System One decisions for the Pi coding agent.에이전트 판단REPOgithub.com
- pi-quiet-askgives the Pi agent a quiet Jev decision layer for judgments it would otherwise hand to a chat model.에이전트 판단REPOgithub.com
- fastbrowseJev picks each action from what is on the page while an LLM reads and plans.에이전트 판단REPOgithub.com
- super-jevturns a Jev answer into a bounded action instead of leaving the caller to interpret it.에이전트 판단REPOgithub.com
- jev-superpowersSystematic software development framework for AI coding agents upgraded with TypeSafe Jev System One typed decisions, zero-hallucination package vetting, and completion gates.에이전트 판단REPOgithub.com
- Jev Browserdrives a browser with Jev deciding each step, pitched as fast and very cheap next to LLM-driven browsing.에이전트 판단REPOgithub.com
- pi-fast-jev-compactionPi extension that keeps conversation text verbatim while pruning stale tool history with Jev, falling back to Pi's own summarization only when pruning cannot free enough room.에이전트 판단REPOgithub.com
- Atomicships a first-class Jev structured-output provider so an agent's decisions come back typed, through the same decision resolver as its other providers.에이전트 판단REPOgithub.com
- fast-jev-compactionPICKClaude Code plugin that replaces the compaction summary with Jev decisions, scoring every tool call and result for whether it is still needed instead of summarizing the session.에이전트 판단REPOgithub.com
- fast-dev-compactionCodex port of the Jev-guided compaction idea, restoring context verbatim around a session compaction rather than summarizing it.에이전트 판단REPOgithub.com
- public-browserlets Claude Code and Cursor drive a real Chrome profile, with a Jev loop deciding the actions, reporting roughly 30% fewer tokens and 25% lower cost.에이전트 판단REPOgithub.com
- pi-typesafe-routerroutes Pi's work through typed Jev decisions.에이전트 판단REPOgithub.com
- wakegatebefore a sleeping agent's LLM is resumed on a timer or incoming event, Jev answers a `Choice` (wake, not yet, unrelated) against the agent's own sleep note, and code skips the wakeup only when wake is below 0.2 while always waking on user messages, bare timers, a skip limit, errors, and timeouts; one run passed 21 of 21 hand-written scenarios, which the README calls a smoke test rather than a benchmark.에이전트 판단REPOgithub.com
- BrowserClawZero-lock, session-preserving Chrome MCP server that couples a local Jev System One semantic micro-loop (`chrome_act_toward_goal`) with an 85%+ pruned DOM tree (Shadow DOM & iframe pierced), dispatching native CDP events (`isTrusted: true`) on active logged-in sessions without focus theft.에이전트 판단REPOgithub.com
- jev-belayClaude Code Stop hook that reads the transcript for evidence and spends one four-question Jev call only when files changed with no passing check since, failing open on any error.에이전트 판단REPOgithub.com
- Jev for Chromeunofficial Chrome extension port of Jev Ultrafast where a Jev `Choice` picks the operation and DOM element each step and two `Noul` checks (goal reached, stuck) veto a premature DONE or BLOCKED, with a small text model used only when text must be typed.에이전트 판단REPOgithub.com
- jev-prunerClaude Code plugin that trims long Bash output with Jev before the model ever sees it, keeping terminal noise out of the window.에이전트 판단REPOgithub.com
- jev-desktopsupplies Jev action selection inside Codex Computer Use, choosing among desktop actions rather than asking a language model at every step.에이전트 판단REPOgithub.com
- jev-agent-skillClaude Code/ZCode skill that offloads classify/route, batch-screen, score, and compliance-check judgments to Jev via OpenCode Zen's free tier, bundling a zero-dependency jev.py caller (transient-500 retry, WAF-safe UA, GBK-pipe-safe stdin) and a production Taobao-shop comment-triage pipeline that keeps raw items out of the agent context.에이전트 판단REPOgithub.com
- YappymacOS voice agent that asks Jev one `Choice` per step (operation and target control) over the front window's accessibility table, executes only validated high-confidence answers, and escalates to a full LLM agent on low confidence, no-effect actions, or unknown field values; author-reported 275–690 ms per decision.에이전트 판단SITEyappy.biz
- JevLooproutes the loop's own judgements to Jev, where a `Choice` picks the next tool from candidates rebuilt every step, a `Score` grades the call's risk, and a `Noul` decides whether it needs authorisation, while plain code acts on the answers so a high risk score forces human authorisation that no probability can override (7.7% of wall clock with the offline judge, 79% over the hosted API).에이전트 판단REPOgithub.com
- DataJevan LLM performs Python-based analysis while Jev reads the compressed analytical state and decides whether the agent should continue the current direction, switch to another one, verify a finding, or stop and synthesize the answer.에이전트 판단REPOgithub.com
- jev-mobilefast structured Android control loops that route each step through Jev alongside Mobile MCP, with 35 test files.에이전트 판단REPOgithub.com
- GUI JEV Harnessrecursive screenshot grounding where Jev returns a `Choice` over grid-tile candidates at each level, and local probability and margin gates decide whether to descend or refuse, emitting only a raster point and bounding box and never clicking.에이전트 판단REPOgithub.com
- deciderreproduces the System One shape with a Qwen3.5-2B fine-tune that emits typed decisions with calibrated probabilities in one pass.보정과 연구REPOgithub.com
- openjevindependent local preview that answers bilingual probability questions from context, questions, and candidate answers, inspired by TypeSafe Jev.보정과 연구REPOgithub.com
- Parallel Constrained Decoding (Qwen2.5-1B-RLCD)RLCD-trained Qwen2.5-1B demo exploring open-source parallel constrained decoding as an alternative to Jev.보정과 연구SITEhuggingface.co
- NanoJeva 0.6B parallel decision model that returns full probability distributions with no output-token decoding, shipped with its training pipeline, weights, and dataset.보정과 연구REPOgithub.com
- open-alternative-jevruns a Jev-shaped decision model locally on your own GPU.보정과 연구REPOgithub.com
- mini-jevimplements Jev's typed-decision interface on top of a local LLM.보정과 연구REPOgithub.com
- Layanon-autoregressive decision model that answers `choice`, `score`, and `noul` questions with RLCD-trained calibrated probabilities in a single ~35 ms forward pass, published on PyPI and Hugging Face.보정과 연구REPOgithub.com
- Jev-compatible public APIa public Jev-shaped API backed by an open Qwen3.6-35B-A3B model so anyone can try the typed-decision interface.보정과 연구WRITE-UPx.com
- keva family of small Jev-like decision models on Qwen2.5 at 0.6B, 4B, and 8B that train and run on a MacBook, shipped with their own research runs and evaluation scripts.보정과 연구REPOgithub.com
- jevincipaints images by having Jev predict every pixel's colour in parallel, with predicted confidence deciding how wide each stroke is drawn.보정과 연구REPOgithub.com
- jev-localJev-compatible `POST /v1/systemone` server answering typed `Choice`/`Score`/`Noul` questions with confidence from open weights, verified as an official-SDK drop-in with temperature-fit calibration (set3 n=1316, 0.83 overall).보정과 연구REPOgithub.com
- LitJeva reproduction of Jev that turns any Qwen model into a fast decision model, serving the same `/v1/systemone` schema (Choice, Score, Noul) with no training and no generated answer text.보정과 연구REPOgithub.com
- CUA-S1-FORMSa 706,048-parameter, 2.8 MB jev-like option scorer that rates FILL / CHECK / CLICK / SKIP for each form field in one parallel pass, reporting 99.7% on its own form-filling eval against Jev's 83.6% - a specialist on home turf rather than a general win.보정과 연구SITEhuggingface.co
- jevlikebuild a small model that chooses among a changing list of text options and returns one probability per option in a single pass - the base CUA-S1-FORMS was built on.보정과 연구REPOgithub.com
- jevbettera stronger one-pass scorer over a variable list of text options, using a hashed n-gram encoder, rival-aware attention, and gated heads.보정과 연구REPOgithub.com
- jevlike-esp32exports a jevlike scorer as ESP32 firmware with a C scorer and a host-side check, putting one-pass decisions on a microcontroller.보정과 연구REPOgithub.com
- vona 395M non-autoregressive System One model that answers typed questions with calibrated probabilities in under 15 ms, positioned as a local drop-in replacement for Jev.보정과 연구REPOgithub.com
- JevForgean end-to-end stack for auditable data construction, Qwen3.5-0.8B training, fixed Mind2Web and OOD evaluation, local serving, and a preliminary RLCD baseline.보정과 연구REPOgithub.com
- minojeva 547k-parameter model that answers runtime-defined `Choice` (2-255 candidates), `Boolean`, and `Score` questions with dev-calibrated distributions in one forward pass and zero output tokens, trained from scratch on CPU with committed datasets, predictions, and ECE results (maze 0.016).보정과 연구REPOgithub.com
- Lucedescribe the decision task in a sentence, an LLM teacher writes the training data, a LoRA + decision head on Qwen3-4B-Base answers choice/score/boolean questions with calibrated probabilities in one forward pass; trains on a 12 GB card. Reports accuracy and ECE next to Jev on identical test items (rule-generated tickets 91.1 vs 75.1, phishing 97.4 vs 62.6, GitHub issue priority 41.1 vs 37.5); browser replay demo without a GPU.보정과 연구REPOgithub.com
- poorjevimplements Jev's typed `Choice`/`Score`/`Noul` interface on commodity zero-shot NLI models and makes the confidence honest with temperature scaling and conformal abstention, shipping a reproducible calibration eval (ECE 0.170 to 0.071, cross-validated) that runs offline with no API key.보정과 연구REPOgithub.com
- openJev-verdict-2.0a calibrated 151M non-autoregressive model that reports beating both TypeSafe Jev and Laya on typed-decision benchmarks, shipped with its own test suite.보정과 연구REPOgithub.com
- OpenDecisiona local semantic decision engine that describes itself as the open-source equivalent of Jev, answering `Choice`, `Noul`, and `Score` questions from structured state and documents without a hosted call.보정과 연구REPOgithub.com
- Notraproduction GEO platform whose `NOTRA_JEV_CLASSIFIERS` flag routes brand-visibility classifiers off an LLM and onto Jev `Boolean` decisions at a 0.5 threshold, targeting 300 ms p50.분류와 라우팅REPOgithub.com
- jev-routerroutes Claude Code tasks to the cheapest capable model by asking Jev to choose among candidates.분류와 라우팅REPOgithub.com
- jev-router (prismhq)open-source LiteLLM-based router where a Jev decision picks which model serves each request.분류와 라우팅REPOgithub.com
- pi-jev-routeradds automatic per-request model routing to the Pi coding agent through Jev decisions on Vercel AI Gateway.분류와 라우팅REPOgithub.com
- jcm-routerlocal proxy that picks the Claude model and reasoning effort per message with a Jev decision while leaving the cached main chat untouched.분류와 라우팅REPOgithub.com
- Jev Auto Routerper-call Codex GPT routing where Jev makes one typed Choice over host-available (model, effort) pairs; a local Responses proxy keeps the tool loop continuous, then independent verification and Router Compass record whether the task still passed (prototype).분류와 라우팅REPOgithub.com
- jev-agent-skill-routerroutes agent skill selection through typed, confidence-aware Jev decisions so weak matches are declined instead of guessed.분류와 라우팅REPOgithub.com
- typesafe-jev CV screenerscreens a folder of CVs with Jev typed judgments against an editable policy, re-scoring candidates for free when the policy changes.분류와 라우팅REPOgithub.com
- Jev email intent workflowasync LangGraph workflow gets a typed Jev `Choice` (`invoice` or `general`) and routes each inbound email to the matching handler.분류와 라우팅REPOgithub.com
- DiffJuryroutes each pull request by risk with Jev before a human reviewer is assigned, doubling as a review coach.분류와 라우팅REPOgithub.com
- HA-JevHome Assistant integration that answers questions about the house as a probability, a choice, or a score.분류와 라우팅REPOgithub.com
- secondlayerself-hosted Stacks data service whose Slack gate and fault-triage paths both run on Jev decisions.분류와 라우팅REPOgithub.com
- jev-logtriagebatches collapsed Loki logs into one Jev call of Noul, Score, and Choice questions, then maps answers in code to suppress, watch, review, notify, or page, with low confidence going to review and nothing executed.분류와 라우팅REPOgithub.com
- new-api-typesafe-pluginadds a native `/v1/systemone` endpoint to new-api so typed decisions sit behind the same gateway as chat models.분류와 라우팅REPOgithub.com
- duet-agentkeeps a Jev-backed routing table for deciding which model should serve a request.분류와 라우팅REPOgithub.com
- omo-jevlike-routershrinks the skill catalog in a system prompt with one forward pass over a frozen Qwen, routing each request Jev-style.분류와 라우팅REPOgithub.com
- jev-cookbook15 runnable Node recipes that route support tickets, file documents, categorize bank transactions and label Gmail with Jev `Choice` and `Noul` questions, sending low-confidence answers to human review.분류와 라우팅REPOgithub.com
- flue-jev-demoroutes a Flue agent's work with Jev through Cloudflare AI Gateway.분류와 라우팅REPOgithub.com
- DocJevLlamaIndex's open-source library that classifies a document against natural-language category rules or finds the boundaries between sub-documents, with swappable OCR backends (liteparse or LlamaParse) and a benchmark harness whose 40-document pilot classified 40/40 originals correctly at about 182 ms Jev decision p50.분류와 라우팅REPOgithub.com
- jev-fithosted fit checker that sends a pasted software idea and a fixed typed rubric to Jev in one call, where a `Choice` picks plain code, Jev or a reasoning LLM behind a `Noul` gate for non-tasks, code vetoes Jev when the idea needs images, and low confidence returns "not sure"; closed source, free page and API.분류와 라우팅SITEjev-fit.com
- jev-skill-routerClaude Code plugin whose UserPromptSubmit hook asks Jev one `Choice` over the installed skill roster plus `Boolean`-style gates on whether any skill is needed, suggests a skill only when the gate and the per-candidate fit both clear 0.30, and defaults to a shadow mode that logs the decision without injecting it.분류와 라우팅REPOgithub.com
- Jev Wrappedreads up to 1,500 posts from the last year of a public Telegram channel and asks Jev a `Choice` over ten kinds of post plus three `Noul` questions (paid ad, clickbait, emotional pressure) about each, counting an ad from 0.7, or from 0.4 when the kind is also ad, and clickbait and pressure from 0.5, then draws the monthly mix on a shareable card that links the highest-scoring posts for a manual check.분류와 라우팅REPOgithub.com
- Jev-Mailruns a 24/7 Gmail classifier on user-owned Google Apps Script where Jev scores urgency, importance, and category, routing uncertain or suspicious mail to Review without a local daemon.분류와 라우팅REPOgithub.com
- AI-decision-makerasks Jev `Choice` questions to classify CSV columns into a 13-code type vocabulary and each dataset into one of six scenes, then executes every write locally; measured Jev at 6.6–12.7× an LLM's token cost on this task because the output is already one character while per-question criteria repeat.분류와 라우팅REPOgithub.com
- hearth-jev-rental-searchautonomous multi-source rental search where Jev decides which listings match the criteria.분류와 라우팅REPOgithub.com
- pi-jev-skill-pickerranks the Pi agent's installed skills against the current task with Jev before any of them run.분류와 라우팅REPOgithub.com
- Jevonianlocal OpenAI/Anthropic-compatible proxy where one Jev call picks both the model route and the thinking level for `jevonian/auto` from session state, quota health, candidate capabilities, and cache-switch penalties, after deterministic code has filtered candidates and while pinned models, explicit `jevonian/<route>` requests, and `routing.mode: "off"` skip Jev entirely; `minConfidence` marks a low-confidence route in the ledger rather than accepting it, and the ledger records the serving model and why.분류와 라우팅REPOgithub.com
- LegalForecast-MTDbenchmark that asks Jev to predict federal motion-to-dismiss rulings from the judge's written record and scores the calibrated probabilities with claim-defendant micro-Brier metrics.컴플라이언스와 법무REPOgithub.com
- Jev Moderation BotDiscord bot that scores incoming messages for phishing, spam, and social engineering with Jev and drives a four-stage escalation ladder, injecting pardoned messages back into context as verified-safe precedent.콘텐츠 검수REPOgithub.com
- jev-spam-evalzero-shot spam classification with Jev `Boolean` questions, benchmarked against TF-IDF baselines.콘텐츠 검수REPOgithub.com
- mastra-jev-moderationMastra input processor that asks Jev a `Boolean` "must this message be blocked?" plus a category `Choice` in one request, aborting the turn at 0.7 and failing open behind a deadline and circuit breaker; in production it blocked 9/9 hostile and 0/49 real messages at ~0.4 s median, about 4× cheaper than an LLM moderator.콘텐츠 검수REPOgithub.com
- Jev Chat for Twitchbring-your-own-key Chrome extension that reads a Twitch channel's chat over the anonymous IRC WebSocket, asks Jev one category `Choice` per message in batches of 20, and shows a second column of only the messages matching a chosen intent (helpful, questions, funny, feedback); about 504 input tokens per message, roughly $0.15 per hour on a 2-message-per-second chat and $0.76 per hour at 50 per second.콘텐츠 검수REPOgithub.com
- profanity-checkerCloudflare Worker that asks Jev `Noul` for literal profanity in text or usernames and a second `Noul` for phonetic or look-alike disguise (`a55h0le`, `mike_hunt`); the threshold, `max()` policy, JSON response, and OpenAPI schema live in Worker code and the endpoint is callable from other Workers via service bindings.콘텐츠 검수REPOgithub.com
- jev_antispam_botminimal grammY anti-spam bot that asks Jev about each message, with ten test files behind it.콘텐츠 검수REPOgithub.com
- jev-align (Sutro)evaluates CSV, Parquet, and JSONL rows with Jev `Choice`, `Score`, or `Boolean` decisions, sends ambiguous and audit samples to a human, and uses accepted human labels to optimize the saved definition with GEPA.데이터 라벨링과 정리REPOgithub.com
- jev-curatePICKsifts synthetic JSONL and Parquet rows using Jev Noul checks and calibrated confidence scores, streaming passed records and rejections straight to disk.데이터 라벨링과 정리REPOgithub.com
- typeful-triagemultiplayer triage dashboard where Jev answers a fixed set of typed questions per issue — kind, severity, urgency, duplicate, and next step — and every human correction is kept and shown back to the model on later runs.데이터 라벨링과 정리REPOgithub.com
- jlinklinks records under a plain-English match rule using Jev Noul pair judgments, with local candidate blocking and match resolution.데이터 라벨링과 정리REPOgithub.com
- jgrepfilters text, structured records, functions, and diff hunks against plain-English descriptions using Jev Noul judgments.데이터 라벨링과 정리REPOgithub.com
- jevgrep (allebee)filters logs and other text streams, including live `tail -f` output, by asking Jev one Noul per line against a plain-English question and printing lines at or above a probability threshold, with a hand-labelled benchmark against Claude in the repository.데이터 라벨링과 정리REPOgithub.com
- Jev Web Analyzeranalyzes a public SaaS landing page as clean Markdown and asks Jev ten bounded `Choice` questions about first-visit understanding, returning inspectable findings for the first change to make.평가와 벤치마크REPOgithub.com
- Jev Playgroundbenchmarks Jev against Luna, Haiku, and Gemini at choosing validated legal moves in explicit-state games, scoring decision quality and consistency across a sequence of moves.평가와 벤치마크REPOgithub.com
- Jev vs Mistral and Gemini for event validationhead-to-head test of Jev against Mistral Small and Gemini Flash-Lite at validating local event listings.평가와 벤치마크SITEnearhere.events
- jev-research-evalreproducible eval harness plus field note for Jev Ultrafast research-browser tasks, with QC'd cases, a suite runner, and a report generator.평가와 벤치마크REPOgithub.com
- Jev judge call vs dimension scorestests one direct Jev question per row against 12–14 Jev-scored dimensions with locally fitted weights on three classification tasks, reaching 0.9076 against 0.8373 on Japanese NLI but flagging about 25× more hard benign rows as attacks.평가와 벤치마크SITEagentjournal.dev
- Jev PongPong where the ball advances one step per model decision, putting Jev head-to-head with LLMs through Vercel AI Gateway.평가와 벤치마크REPOgithub.com
- Jev reranking is not a free wina measured run over 33,047 catalog entries, 164 real queries, and 9,831 graded pairs reports that Jev reranking alone did not beat vector retrieval.평가와 벤치마크WRITE-UPx.com
- An early-access test of TypeSafe's Jevmeasures calibrated judgments on early-access Jev and reports the resulting cost per decision.평가와 벤치마크SITElindfors.no
- jevcalfits a per-question confidence threshold to a target accuracy on your own labeled data, verifies it on a held-out split, reports how much traffic still has to escalate to an LLM, and fails CI when a model update breaks the locked thresholds.평가와 벤치마크REPOgithub.com
- WindTunnelmeasures WebMCP against other browser-agent interfaces, with Jev appearing as one of the compared configurations.평가와 벤치마크REPOgithub.com
- jev-evalcompares Jev against GPT-4o-mini and Claude Sonnet 4.5 under identical conditions on the same judgment task.평가와 벤치마크REPOgithub.com
- minuteslocal-first transcription app whose live voice path runs its evaluations through Jev.평가와 벤치마크REPOgithub.com
- jev-orderby-benchmeasures whether a SQL ORDER BY over a Jev probability is defensible (pairwise inversion, Score ordinality against a human grade, calibration, wording invariants, sort-key ties) under a pre-registered gate that jev-1.13.0 passes on 20 Newsgroups topics and fails four of six conditions on Amazon ESCI product relevance, and shows a DuckDB extension's default 40-row batching fails the ranking gate that one row per request passes.평가와 벤치마크REPOgithub.com
- jev-ood-calibrationindependent calibration test of Jev on 900 rule-generated support tickets it cannot have seen plus three public benchmarks, publishing every raw response, ECE against a simulated noise floor, temperature refit, and the per-type sign of miscalibration (Choice and Score overconfident, Boolean underconfident).평가와 벤치마크REPOgithub.com
- ASSAY-001Independent pre-registered check of Jev calibration and type safety on Banking77 / CLINC150. Split verdict, full logs. Write-up: [donttrustme.ai](https://donttrustme.ai/assay-001.html)평가와 벤치마크REPOgithub.com
- BTK audit studiesJev striking-distance triage ranks SEO fixes and drives study pages; 1,204 pages judged per run, 4,816 judgments in under 3 minutes, $0.0048 per 12-query batch.평가와 벤치마크SITEboringtoolskit.com
- Can Jev Be a Better Agent Evaluator?LangChain compares Jev against LLM judges on accuracy, repeatability, latency and cost, concluding Jev is the cheaper and more consistent judge for online evals.평가와 벤치마크SITElangchain.com
- jev-acentopre-registered paired audit of Jev on Spanish over 3,200 human-labelled items, finding that a Spanish `state` costs 3.0-6.4 pp of accuracy and roughly doubles ECE on XNLI and PAWS-X while writing `instructions` in Spanish changes nothing, and shipping a CLI to rerun the same comparison on your own labelled data.평가와 벤치마크REPOgithub.com
- Jev vs GPT-4.1 on a synthetic surveyruns Jev and GPT-4.1 as the same 300 synthetic respondents over 24,596 paired Twin-2K-500 cells under criteria fixed in advance, finding that asking a yes/no item as `Noul` rather than `Choice` moves the result more than the gap between the two models, at a thirty-fourth of the cost. Write-up: [jjd-lab.github.io](https://jjd-lab.github.io/jev-synthetic-survey/)평가와 벤치마크REPOgithub.com
- pytest-jeva pytest plugin that asks one Jev Noul per plain-English claim about a reply (all claims in one request), passes a claim at p ≥ 0.8 and fails anything unsure, and adds Choice and Score checks; on its 12 example tests it matched Claude Sonnet 5's verdicts in 5.3 s vs 27.1 s at $0.00017 vs $0.0192 per run.평가와 벤치마크REPOgithub.com
- Jevals.comindependent leaderboard that asks Jev and six LLMs the same Noul, Choice and Score questions and grades every answer against human labels (PubMedQA, Banking77, HelpSteer2; 300 items × 5 runs each), finding Jev tied for first on PubMedQA yes/no at 1/28 of the top LLM's price, tied for second on Banking77 and no model beating the label base rates on HelpSteer2, with every per-decision probability published as CC BY 4.0 data.평가와 벤치마크SITEjevals.com
- Jevinikterminal that gathers live market evidence through Valyu and asks Jev whether a stock is likely to trade higher over the next 30 days.금융과 트레이딩REPOgithub.com
- jev_stockexperimental Hong Kong stock framework that turns structured market state into a Jev decision on price direction, with a backtest script for the first trading day.금융과 트레이딩REPOgithub.com
- jev-tradeasks Jev for a Choice of long or short on a Hyperliquid market each round, places that order, and runs the same loop across many assets.금융과 트레이딩REPOgithub.com
- Jev X Sentiment Analysisingests 50-1,000 tweets per request through statistical pre-processing and SQLite deduplication, then has Jev turn the surviving evidence into a decision card with entry ranges, stop losses, and targets, without executing trades.금융과 트레이딩REPOgithub.com
- typesafe-marioPICKTypeSafe/Jev agent that plays Super Mario Bros. from structured emulator state, choosing each action from emulator-derived features.게임과 시뮬레이션REPOgithub.com
- jev-dronePICKcamera-only autonomous drone in MuJoCo that puts a Jev judgment model in the control loop at 2.5 Hz.게임과 시뮬레이션REPOgithub.com
- tsai-scdrives original StarCraft shareware through keyboard and mouse with Jev action probabilities recorded per decision.게임과 시뮬레이션REPOgithub.com
- jev-plays-pokemonreads Pokémon Red game state as text, answers typed questions each turn, and lets deterministic code turn the answers into moves.게임과 시뮬레이션REPOgithub.com
- typesafe-jev-drone-demoThree.js drone simulator with a Python backend where Jev drives the navigation decisions.게임과 시뮬레이션REPOgithub.com
- typesafe-playgroundsmall Jev experiments that put the decision on screen, from routing a support message to steering a car in a 3D world.게임과 시뮬레이션REPOgithub.com
- PlayJevopen 0.8B vision-language model that reads one 448 px game frame, returns a probability over the moves the game lists in a single forward pass with no generated text, and hands its low-confidence steps to a search program, across ten browser games.게임과 시뮬레이션REPOgithub.com
- jev-plays-pokemon-redPokemon Red on PyBoy where deterministic code owns the route and arithmetic, Jev picks only at branches, and every battle turn's faint prediction is scored by Brier against RAM state.게임과 시뮬레이션REPOgithub.com
- jev-reflex-autonomy-laba multi-drone lab where Jev supplies the reflex decisions, with an optional slower strategy layer guiding them.게임과 시뮬레이션REPOgithub.com
- Soupbaseuses Jev `Choice` judgments to answer lateral-thinking puzzle questions and assess proposed solutions, with application code requiring supported facts, a coherent explanation, and sufficient confidence before marking a puzzle solved.게임과 시뮬레이션REPOgithub.com
- jev-torneo-animaleswinner-stays-on tournament of up to 2,569 animals where each fight is one Jev `Choice` between two names under land, water or air rules held in `state`, asking the champion against the next K challengers in a single request and discarding the speculative answers once the champion falls — 1,999 fights in about 16 s at roughly US$0.01.게임과 시뮬레이션REPOgithub.com
- 2048 × Jeva 2048 board where every move is a Jev `Choice` over four directions with no heuristic fallback, gated by a user-set confidence threshold that pauses play for human review, with editable prompts and board rules, bring-your-own-key backends, and archive import/export.게임과 시뮬레이션REPOgithub.com
- Jevtowna town of 10,000 personas computed from their id reads a post, listing, product or headline; one request asks Jev about 60 `Score` questions on who would care plus seven `Noul` moderation checks (0.5 keeps the text out of the public feed, 0.85 blocks it), batched `Choice` questions then return each persona's reaction in waves of 600, 1,500 and 3,000, and code sends the text to the next wave only while glad reactions outweigh sorry ones by at least 0.1 of the wave.게임과 시뮬레이션REPOgithub.com
- RoboJEVuses two-stage Jev `Choice` decisions over structured state to select intent and Cartesian motion/gripper commands for a Franka Panda in MuJoCo, rejecting malformed responses and checking task success independently through physics.게임과 시뮬레이션REPOgithub.com
- Jev Chessone shared board where the internet collectively plays against Jev; every legal move is an option of a single `Choice` question so an illegal move is impossible, returned probabilities shade the pieces on the board, and a live calibration panel scores each claimed confidence against a one-ply material check.게임과 시뮬레이션SITEjevchess.com
- eveVercel's eve engine ships Jev as the default evaluation model (`typesafe-ai/jev`) in its experimental evaluate path.인프라 / SDK / 연동REPOgithub.com
- AI CLIVercel Labs CLI that can run Jev as the evaluation model for its `evaluate` command.인프라 / SDK / 연동REPOgithub.com
- jev-mcp (jkudish)PICKproof-of-concept MCP server that puts Jev claim verification, content screening, and candidate ranking behind standard MCP tools.인프라 / SDK / 연동REPOgithub.com
- jev-mcp (blakestone-x)MCP server exposing Jev classify, score, check, match, and screen as tools for any agent, with confidence on every answer.인프라 / SDK / 연동REPOgithub.com
- zio-typesafe-aiZIO client for TypeSafe AI with a typed DSL over Jev decisions.인프라 / SDK / 연동REPOgithub.com
- laya-mlxindependent MLX port of the Laya checkpoints that runs typed decisions natively on Apple Silicon — 13.4 ms median end-to-end per short English decision, 7.4 ms with the multilingual checkpoint, and zero output tokens, with no PyTorch, Transformers runtime, or cloud API.인프라 / SDK / 연동REPOgithub.com
- TypeSafe AI Swift SDKdependency-free Swift 6 client for Jev Choice, Score, and Noul questions with strict concurrency, configurable authentication and retries, and offline transport tests.인프라 / SDK / 연동REPOgithub.com
- laravel-typesafe-jevunofficial Laravel integration for Jev with typed responses, async requests, scoped dependency injection, and testing fakes.인프라 / SDK / 연동REPOgithub.com
- advocaatsmall type-safe client for asking Jev questions about a dataset.인프라 / SDK / 연동REPOgithub.com
- jevclientasync client for Jev published on PyPI.인프라 / SDK / 연동PACKAGEpypi.org
- LlamaIndex Jevunofficial LlamaIndex adapter where Jev `Score`s each retrieved passage and `Choice`/`Noul` selects the query engine, with nfcorpus nDCG@5 0.340→0.396 at about $0.0003/query.인프라 / SDK / 연동REPOgithub.com
- safer-with-jevNeon Function proxy for the Neon AI Gateway that routes decisions with Jev.인프라 / SDK / 연동REPOgithub.com
- typesafe-ai/skillsinstallable agent skills package (`npx skills add typesafe-ai/skills`) that teaches agents the Jev workflow.인프라 / SDK / 연동REPOgithub.com
- SmithersTypeScript workflow framework with a Jev session checker wired into its workflows.인프라 / SDK / 연동REPOgithub.com
- skillboxself-hosted versioned skills library that adds optional Jev recommendations using your own TypeSafe or Gateway key.인프라 / SDK / 연동REPOgithub.com
- JevbridgeACP and MCP adapter that exposes Jev typed decisions to Codex, Claude, Grok, and other LLMs.인프라 / SDK / 연동REPOgithub.com
- jev (Elixir)GenServer client that replies with Jev's answer so callers can pattern match on it directly.인프라 / SDK / 연동REPOgithub.com
- jev-gocommunity Go SDK for Jev.인프라 / SDK / 연동REPOgithub.com
- jev-clismall dependency-free CLI for Jev.인프라 / SDK / 연동REPOgithub.com
- decide-mcpconfigurable decision server with percentage scores and bias-profile routing on top of Jev.인프라 / SDK / 연동REPOgithub.com
- typesafe-jev-examplesworked ticket-triage and reranking examples runnable through OpenRouter without an early-access key, shipped with their own sample data and Makefile.인프라 / SDK / 연동REPOgithub.com
- ai-pythonthe official Vercel AI SDK for Python carries Jev through its evaluation operation and Gateway examples.인프라 / SDK / 연동REPOgithub.com
- Cline pluginsCline's official plugin collection includes a Jev-driven browser plugin (`jev-browser`), so Jev arrives as a first-class Cline capability.인프라 / SDK / 연동REPOgithub.com
- hono-jev-routerHono middleware that routes HTTP requests by meaning rather than by method and path, deciding with Jev.인프라 / SDK / 연동REPOgithub.com
- rotomOpenAI- and Anthropic-compatible API gateway that carries Jev through its model catalog and evaluation path.인프라 / SDK / 연동REPOgithub.com
- Jev AIpublic Jev playground and API that puts typed `Choice`, `Score` and Yes/No questions to the model about pasted text - ticket triage, moderation, review scoring - and returns a parsed answer with a confidence value in about 0.5 s per decision.인프라 / SDK / 연동SITEjev-ai.pro
- jevqlpsql-shaped CLI and Go/TypeScript/Python SDKs that run plain SQL on a vanilla Postgres (no extension) and then ask Jev Noul, Choice, or Score questions about each surviving row so the client can apply `jev()` filters, `jev_prob` sorts, and `jev_choice` groups.인프라 / SDK / 연동REPOgithub.com
- sqlite-jevloadable C extension and Python package that expose Jev Noul, Choice, and Score judgments as SQL functions and batched virtual-table queries with confidence results.인프라 / SDK / 연동REPOgithub.com
- duckdb-jevnative extension that applies Jev Noul, Choice, Score, and multi-question decisions directly to structured SQL rows, measuring 1,943 rows/s for 1,000 Choice classifications with confidence and bounded concurrency.인프라 / SDK / 연동REPOgithub.com
- jevkitRust CLI that validates `Choice`/`Score`/`Noul` question sets with 13 offline lint rules before any Jev call, then sends the canonical wire payload and prints parsed, confidence-bearing JSON answers to stdout using exit code 2 to reject a billed-but-useless request.인프라 / SDK / 연동REPOgithub.com
- jev-useClaude Code / Codex / pi plugin (MCP server + library, native pi extension) that hands agent steps needing no text output to Jev as typed judgments — untypeable and generation-needing questions are rejected before the call, low-confidence answers come back flagged as priors, and a fail-open PreToolUse gate can only deny or ask.인프라 / SDK / 연동REPOgithub.com
- hunchodependency-free SDK that turns Jev `Noul`, `Choice` and `Score` answers into named decisions with `enter`/`exit` thresholds (hysteresis), nested decision trees settled in one call, a JSONL journal, replay of a threshold change over recorded answers with no inference, and Brier/reliability calibration, over TypeSafe direct, OpenRouter or Vercel AI Gateway.인프라 / SDK / 연동REPOgithub.com
- jev-experiments22 latency-focused Jev applications built by Devin, each with its own README and testing notes, spanning shell guards, log sentinels, instant search, reranking, and voice turn-taking.인프라 / SDK / 연동REPOgithub.com
- ruby_decision_modelclient for decision models such as Jev, so Ruby applications can put typed questions directly to the model.인프라 / SDK / 연동REPOgithub.com
- s1_rubymakes System One measurement, and the collapse that follows it, a Ruby primitive, with a TypeSafe provider behind its own spec suite.인프라 / SDK / 연동REPOgithub.com
- JarvisCorePython multi-agent runtime that ships Jev natively from 1.12, where agents ask typed `Choice`, `Score` and `Noul` questions through a decision client separate from the text model, the Kernel picks a specialist subagent by `Choice`, and each retrieved RAG passage is withheld from the generating model when its prompt-injection `Noul` exceeds 0.70.인프라 / SDK / 연동REPOgithub.com
- hunchturns judgment calls into control flow — `if Hunch.likely?("fraudulent", given: order)` reads like plain Ruby but branches on a typed Jev answer, with `pick` for Choice, `rate` for Score, and graded predicates from `possibly?` to `definitely?`.인프라 / SDK / 연동REPOgithub.com
- Early experimentation using Jev to rethink harness UXan agent platform wires Jev into its LLM harness as a callable tool for search, approvals and context, reporting 2,000 expense reports categorized in 20 seconds for five cents.인프라 / SDK / 연동SITEelvex.com
- jev-mcp (burnigtm)server that puts Jev into the coding loop for Cursor, Codex, and any MCP client, with 20 test files behind it.인프라 / SDK / 연동REPOgithub.com
- jev-skill-suggesterrecommends which installed skills apply to a request, keeping the recommendation bounded and letting Jev decide.인프라 / SDK / 연동REPOgithub.com
- grok-bot-jevconnects Jev to Grok Bot as a cheap decision layer, with usage gates, a skill template, and worked examples.인프라 / SDK / 연동REPOgithub.com
- jev-architectfinds, designs, and evaluates Jev decision loops, packaged as a skill with references on decision design and delivery.인프라 / SDK / 연동REPOgithub.com
- Building a Harness with JevLangChain's walkthrough of wiring Jev into an agent harness as the decision layer, from a team that then published its own evaluation of Jev as a judge.인프라 / SDK / 연동SITElangchain.com
- openrouter-jev-mcpPython decision gateway and stdio MCP server exposing TypeSafe's Jev model through OpenRouter's alpha decisions endpoint.인프라 / SDK / 연동REPOgithub.com
- system-one-adapter-pythonTypeSafe AI's official open-source drop-in adapter for running and benchmarking Jev System One decision evaluations across OpenAI- and Anthropic-compatible LLM APIs.인프라 / SDK / 연동REPOgithub.com
- neurolinkJuspay's TypeScript interface over forty AI providers, with `decide` as a first-class inference type alongside generate and stream.인프라 / SDK / 연동REPOgithub.com
- jev-spring-boot-starterSpring Boot 4 starter that puts Jev behind Spring MVC and RestClient.인프라 / SDK / 연동REPOgithub.com
- jevifyfinds where a codebase could hand a decision to Jev, designs the typed questions for it, and learns from recent community usage.인프라 / SDK / 연동REPOgithub.com
- mysql-ailikeMySQL plugin that filters rows by a natural-language predicate instead of a literal one, powered by Jev.인프라 / SDK / 연동REPOgithub.com
- jev-usecasesa set of production-shaped use-case harnesses built around confidence-gated decision logic.인프라 / SDK / 연동REPOgithub.com
- Introducing System One Models and Jev (Hacker News)1,800-point launch thread whose ~480 comments debate whether typed decisions replace LLM calls for classification, routing, and verification.관련 실천과 논의WRITE-UPnews.ycombinator.com
- Launch thread by Diogo Almeidathe 63k-like announcement from TypeSafe's founder arguing RLCD-trained decision models are a shorter path to economic value than chat models.관련 실천과 논의WRITE-UPx.com
- Model router built with Jev948-like demo where Jev decides which model should serve a request before it is forwarded.관련 실천과 논의WRITE-UPx.com
- MLP on Qwen 4B mimicking Jevbuilder reports that a small MLP trained on top of Qwen 4B already reproduces Jev-like decision behaviour.관련 실천과 논의WRITE-UPx.com
- Running a local Typesafe Jevattempt at running a Jev-style decision model locally, with speed noted as still improvable.관련 실천과 논의WRITE-UPx.com
- Jev as an AI agent safety monitortest report using Jev to check each agent action first, reportedly catching most attacks with almost no false blocks and much lower latency.관련 실천과 논의WRITE-UPx.com
- Rethinking security engineering with Jevargues that purely engineering decisions in security work belong to Jev rather than a chat model.관련 실천과 논의WRITE-UPx.com
- Ask Jev anything, it will judgepublic Convex-backed demo inviting one million judged questions instead of generated answers.관련 실천과 논의WRITE-UPx.com
- First Jev use case in a Mac appa shipped Mac app routes setup and troubleshooting questions to Jev when no language model is loaded.관련 실천과 논의WRITE-UPx.com
- Jev 中文解读explains the System One category to Chinese readers as a calibrated, typed decision layer for code.관련 실천과 논의WRITE-UPx.com
- TypeSafe AI releases Jev (r/singularity)launch thread framing Jev as a low-hallucination, low-cost decision model for software rather than chat.관련 실천과 논의WRITE-UPreddit.com
- Testing Jev for Pi extensions (r/PiCodingAgent)builders describe using Jev as an agent tool-use safety layer and planning a prompt-complexity model router.관련 실천과 논의WRITE-UPreddit.com
- Jev "playing" Minecraft (r/accelerate)work-in-progress demo of Jev driving Minecraft, including fleeing zombies at night, as a test of fast structured decisions.관련 실천과 논의WRITE-UPreddit.com
- Awesome Jev by TypeSafea peer collection of Jev use cases, patterns, prompts, and starter code, with a video walkthrough of eight projects people already built.관련 실천과 논의REPOgithub.com
- Jev on OpenRouterOpenRouter ships Jev in beta, exposing the System One model through its routing layer.관련 실천과 논의WRITE-UPx.com
- Jev on Cloudflare AI GatewayJev goes live on Cloudflare's AI Gateway, callable from Workers.관련 실천과 논의WRITE-UPx.com
- Jev for instant compactionargues agent context compaction should be a Jev decision rather than a summarization prompt.관련 실천과 논의WRITE-UPx.com
- Reviewing unnecessary tool calls with Jeva Claude plugin asks Jev to review redundant tool calls, running in about a second.관련 실천과 논의WRITE-UPx.com
- 19 open-source Jev projectstallies 19 open-source Jev projects totalling more than 6,800 stars.관련 실천과 논의WRITE-UPx.com
- Jev is the fish at the poker tableplays poker with Jev and uses the table to probe where a fast decision model helps and where it does not.관련 실천과 논의WRITE-UPbacknotprop.com
- Jev is about to change the AI economyargues that cheap calibrated decisions move where inference spend goes.관련 실천과 논의WRITE-UPthefinancialengineer.substack.com
- Awesome Jev by 0xLogicrwa hand-checked list of Jev projects that has since grown into a navigation site indexing 287 of them, published one day after launch.관련 실천과 논의WRITE-UPx.com
- Jev repository roundup (Japanese)rounds up the Jev repositories with the most practical promise, observing that computer use and automated trading dominate the early use cases.관련 실천과 논의WRITE-UPx.com
- Six things I'll still use Jev fora practitioner lists the six Jev uses he still expects to rely on after 60 days, an early usefulness review rather than a launch reaction.관련 실천과 논의WRITE-UPx.com
- WTF is Jev, ELI5frames Jev as "AI multiple choice, not AI essay writing", one of the clearer plain-language explanations of the System One shape.관련 실천과 논의WRITE-UPx.com
- 深入解读 Jev 模型:毫秒级判定与工程边界examines Jev's millisecond judgments and, more usefully, where its engineering boundaries lie.관련 실천과 논의REPOgithub.com
- Has anyone tried Jev as a relevance filter for RAG?builders ask whether Jev works as a retrieval relevance filter and reranker, probing the boundary the reported negative reranking result already hinted at.관련 실천과 논의WRITE-UPreddit.com
- Can we have Jev in Devin?users of another coding agent ask for a Jev decision layer inside their tool, a signal that typed decisions are becoming an expected feature.관련 실천과 논의WRITE-UPreddit.com
- All the coolest Jev projects on Xa curated thread of the strongest Jev projects posted within 72 hours of launch, by a builder who also produced the most-watched Jev tutorial.관련 실천과 논의WRITE-UPx.com
- Full Jev tutoriala walkthrough covering the API, then three demos — voice-controlled browsing, AI memory, and YouTube preprocessing.관련 실천과 논의WRITE-UPx.com
- WTF is Jev, and the 9 things people are building with itthe most widely shared explainer of the launch window, framing Jev as "AI multiple choice, not AI essay writing" and cataloguing nine use patterns.관련 실천과 논의WRITE-UPx.com
- Jev is a really smart switch statementthe hype-free framing from an infrastructure founder — Jev does not replace GPT or Claude, it is a very good switch statement with 2026 intelligence.관련 실천과 논의WRITE-UPx.com
- Arbitrary classification as a type-safe primitiveargues the real novelty is not classification but that Jev makes arbitrary classification a runtime-defined, type-safe programmable primitive.관련 실천과 논의WRITE-UPx.com
- This is a terrible compaction strategythe strongest public pushback on the popular compaction idea, arguing compaction is reconstruction rather than filtering and that the plugin misunderstands context management.관련 실천과 논의WRITE-UPx.com
- It is the inference technique, not the trainingargues Jev's speed comes from parallel decoding rather than model training, and that an inference engine can expose a Jev-like API over any open-weight model.관련 실천과 논의WRITE-UPx.com
- Jev's Architecture Unmaskednotes from a technical analysis that inferred Jev's internals from roughly 10,000 API calls, concluding it keeps LLM knowledge but removes token generation entirely.관련 실천과 논의WRITE-UPx.com
- An internal Jev study session with 50+ engineersa company ran an emergency internal study session on Jev and published the material — an early example of organisational adoption rather than individual experimentation.관련 실천과 논의WRITE-UPx.com
- X is all over it, Reddit is notobserves a sharp platform divide, finding only three Jev posts on Reddit while X filled with working prototypes — a useful reminder that channel coverage changes the picture.관련 실천과 논의WRITE-UPx.com
- Five open Jev replicas worth tryingrounds up Laya 421M, Decider-2B, NanoJev 0.6B, Reflex, and System-One 4B as the most promising open decision models, two of which are Mac-friendly.관련 실천과 논의WRITE-UPx.com
- jev(): a PostgreSQL extension for natural-language queriesa single SQL function that searches a whole database in natural language with no index and no embeddings, e.g. `WHERE jev(people, 'could work from home')`.관련 실천과 논의WRITE-UPx.com
- A DuckDB extension for row classificationclassifies rows in any CSV, Parquet, or DuckDB table with Jev, reporting about ten seconds for a thousand rows and better ergonomics than a bespoke classifier.관련 실천과 논의WRITE-UPx.com
- An on-chain trading bot where Jev decidesJev decides buy or sell from a live price feed and the bot places real orders on Monad every 300 ms block — the clearest sign that the finance experiments are not all paper.관련 실천과 논의WRITE-UPx.com
- Jev broke our WebMCP benchmarkthe benchmark's own author reports that Jev plus a fast small LLM solved 100% of WebMCP tasks at roughly 112x lower model cost than a frontier model with computer use.관련 실천과 논의WRITE-UPx.com
- Chinese notes after a day with Jeva sceptical read — Jev looks like a faster general classifier an LLM could already do, and on complex scenarios its world knowledge is the open question.관련 실천과 논의WRITE-UPx.com
- Stagehand plus Jev browser controlsends the accessibility tree as state and candidate actions as questions so Jev decides each step, reporting about $0.001 and near-instant execution for one task.관련 실천과 논의WRITE-UPx.com
- Introducing CUA-S1Cua open-sources a family of small, specialised System One models for computer use, starting with form filling and asking what the next specialist should learn.관련 실천과 논의WRITE-UPx.com
- One 50 ms pass versus 23 turnsthe sharpest framing of the specialist case - a 706K-parameter model fills a whole form in one 50 ms pass, while an LLM agent needs 23 turns and 39.6 seconds for the same form.관련 실천과 논의WRITE-UPx.com
- I reviewed 287 open-source Jev projectsa reviewer works through 287 Jev repositories and narrows them to 20 that actually explain the model, a useful counterweight to star-count browsing.관련 실천과 논의WRITE-UPreddit.com
- TypeSafe AI's Jev Is Not an LLM - and That May Be the Pointtreats the model's refusal to generate text as the feature rather than a limitation, and follows through on what that implies for inference spend.관련 실천과 논의WRITE-UPforkast.news
- Ask HN: What do you think of Noul, a new decision primitivea proposal to treat `Noul` - the probability-of-true answer type - as a general software primitive rather than a Jev-specific one.관련 실천과 논의WRITE-UPnews.ycombinator.com
- When a designer gets access to Jeva product designer's 33-second demo in which a natural-language phrase narrows a large icon set to the matching ones with Jev deciding which - 4.8k likes and a reply thread where the author discusses the icons Jev gets wrong.관련 실천과 논의WRITE-UPx.com
- Made with Jeva directory of Jev builds, guides, and posts with reported cost and speed, plus free Jev-powered tools such as an AI slop detector.관련 실천과 논의WRITE-UPmadewithjev.com
- Jev is just a classifier, and that is finea technical counterpoint arguing Jev is a representation model rather than something new, and that its latency follows mechanically from one prefill plus a single parallel token per question with logprobs.관련 실천과 논의WRITE-UPx.com
- LangChain is already using Jev inside its harnessreads LangChain's adoption as confirmation that Jev fits the fixed-harness roles - agent routing, model routing - rather than open-ended generation.관련 실천과 논의WRITE-UPx.com
- Jev is now available to everyone, no waitlistTypeSafe drops the waitlist and moves Jev from early access to general availability, the change that makes every other entry in this list reproducible by a reader.관련 실천과 논의WRITE-UPx.com
- JEV captcha arbitrageworks through the economics of solving CAPTCHAs with Jev at $0.0068 per hundred against a marketplace paying a cent each, a pointed illustration of what per-decision pricing does to an existing market.관련 실천과 논의WRITE-UPx.com
- A deep dive into Jeva veteran technical writer's walkthrough of the System One idea, useful as the explanation to hand someone who has only seen LLM marketing.관련 실천과 논의WRITE-UPflaviocopes.com
- Replacing an agentic classification loop with Jevswaps an agent's classification loop for a single Jev call and reports the loop running 7x faster.관련 실천과 논의WRITE-UPblog.r6i.it
- Awesome TypeSafe Jeva source-backed field guide with SDKs and live demos, the largest of the community indexes at 423 stars.관련 실천과 논의REPOgithub.com
- 60 Jev use cases in Chineserounds up sixty cases with twelve called out as most worth studying, organised around the same division of labour - the generative model writes, Jev classifies, scores, and chooses.관련 실천과 논의WRITE-UPx.com
- Clean Code Judgescores every file of a pull request on 31 boolean Clean Code smells plus function size and nesting, then hands the verdicts to a writing model for the review prose.점수와 순위REPOgithub.com
- citation-verifierchecks whether each cited paper actually supports the sentence citing it, with Claude locating the quote, Jev scoring the support, and a human making the final call.점수와 순위REPOgithub.com
- jev-assistranks every tracked file by relevance to a one-line task description — Jev asks each file the same typed question in parallel batches, so an agent in a 600-file repo starts from the handful it actually needs — with a validate command that grades the ranking against past commits.점수와 순위REPOgithub.com
- jev-bfsfinds link paths between English Wikipedia articles by having Jev rank each page's outgoing links while Python controls the search.점수와 순위REPOgithub.com
- Jev Searchuses Jev Noul judgments on result titles and snippets to rank Search1API results by relevance, with application code merging duplicate URLs and grouping lower-scoring matches separately.점수와 순위REPOgithub.com
- pagegradegrades page sections for clarity, writing, and on-page SEO with Jev and returns per-section scores.점수와 순위REPOgithub.com
- jev-scoutsub-second zero-hallucination open-source repo and crate scout using TypeSafe Jev speculative fan-out scoring.점수와 순위REPOgithub.com
- jev-seoZero-cost, agent-first SEO & Generative Engine Optimization (GEO) search radar CLI suite and MCP server powered by DuckDuckGo and TypeSafe Jev System One.점수와 순위REPOgithub.com
- JevSlopscores public note.com articles on eight Jev `Score` axes inside a single `systemOne` request and turns them into a 0-100 Slop Score in ordinary TypeScript.점수와 순위REPOgithub.com
- SupercovJev answers twelve `Noul` properties per source file so the agent knows what to fix first.점수와 순위REPOgithub.com
- jev.nvimNeovim plugin that splits the buffer into functions with Treesitter, scores each against a plain-language question with Jev, and ranks answers by probability in quickfix.점수와 순위REPOgithub.com
- jev-rerankeruses Jev Noul judgments to assess retrieved documents for relevance and usefulness as answer evidence, then sorts results and optionally filters them using a configurable threshold.점수와 순위REPOgithub.com
- Jev Reranker (Rust CLI)JSON-in/JSON-out CLI that uses separate Jev `Noul` checks to rank candidates, apply evidence thresholds, or extract source text while keeping those decisions independent.점수와 순위REPOgithub.com
- jev-skipbrowser extension that reads the YouTube caption track and scores each segment's sponsor probability on the seek bar before the intro ends, reporting 77% of SponsorBlock's sponsor seconds caught over 23 videos at $0.0008 a video.점수와 순위REPOgithub.com
- jev-semgrepgreps by meaning across languages, having Jev score every line against a meaning and letting meanings combine with AND, backed by a 13-file test suite.점수와 순위REPOgithub.com
- nlgrepuses Jev `Noul` judgments to find code, docs, logs, and text satisfying natural-language conditions, with a configurable probability threshold and ranked file results linked to source lines.점수와 순위REPOgithub.com
- slop-graderCLI tool that grades text files against custom rulesets for AI slop, grammar, and technical doc quality using Jev scores and line-level flags, then guides an AI agent to auto-fix violations.점수와 순위REPOgithub.com
- jselectselects source-linked evidence within a token budget using Jev Noul relevance judgments and local diversity-aware selection.점수와 순위REPOgithub.com
- jsortranks text along a plain-English criterion using pairwise Jev Noul comparisons and a locally fitted Bradley-Terry scale.점수와 순위REPOgithub.com
- jgrep (kyu1204)semantic grep that asks Jev one Noul per 5-60 line code chunk, diff hunk or CSV row (16 per request) and prints grep-style file:line hits above a threshold, so English sentences work as CI lint rules.점수와 순위REPOgithub.com
- jev-resume-screeningscreens one resume against a JD in a single request of five Noul evidence gates, four Score dimensions, and one background-routing Choice, with criteria hardened v1→v3 against negative-control resumes (a glossy-trap CV's self-described "AI heavy user" fell 0.95→0.49) and any low-confidence answer escalated to human review.점수와 순위REPOgithub.com
- hippo-memorya biologically-inspired memory store whose optional Jev reranker lifts recall R@1 from 0.41 to 0.62 on a private 300-query developer store.점수와 순위REPOgithub.com
- is-maliciousasks Jev `Noul` checks about source and build files, escalates suspicious chunks for a second pass, and returns implicated files and lines before execution.검증과 가드레일REPOgithub.com
- jev-reviewPICKstaged code-review workflow and local dashboard where Jev gates each review stage before a change advances.검증과 가드레일REPOgithub.com
- pi-jevadds a measured tool-call gate to the Pi coding agent so risky calls are checked by Jev before execution.검증과 가드레일REPOgithub.com
- OpenWorkwires Jev into its eval testkit as a verification judge so agent-produced work is gated by typed verdicts rather than a text model.검증과 가드레일REPOgithub.com
- jev-guardprompt-injection and dangerous-action guard for Claude Code, Codex, Pi, and ACP agents, with Jev deciding what to block.검증과 가드레일REPOgithub.com
- Foremansits above Codex workers and has Jev independently judge whether an implementation is complete, its tests sufficient, or a human is needed.검증과 가드레일REPOgithub.com
- stanley-codebounded Jev workflows that keep agent judgments typed instead of free-form.검증과 가드레일REPOgithub.com
- opencompanyruns its approval review through Jev so workspace actions are gated by a typed decision.검증과 가드레일REPOgithub.com
- jev-gitsub-second Git pre-commit & pre-push reflex gate that screens staged diffs for secrets and destructive commands using Jev.검증과 가드레일REPOgithub.com
- pi-heedchecks every side-effecting tool call from the Pi agent against what the user actually asked for.검증과 가드레일REPOgithub.com
- Hunchplain-English rules that Jev checks code against, locally or on every pull request, with Jev picking one label per finding.검증과 가드레일REPOgithub.com
- Abidereads every edit a coding agent makes and has Jev flag rule violations, with the project reporting that an independent reviewer confirmed 10 of the 39 flagged edits and 11 of the 15 flagged turns.검증과 가드레일REPOgithub.com
- fxships a `typesafe_permission_reviewer` builtin so the agent's permission decisions run through Jev rather than an LLM call.검증과 가드레일REPOgithub.com
- Sniff Testprose linter that asks Jev ten `Boolean` questions per paragraph (stacked hedges, restating closers, not-X-but-Y turns, naked cost figures) at a 0.7 threshold; CLI, pre-commit hook, GitHub Action and Claude Code skill; measured 182 ms median and 1 of 54 clean paragraphs flagged against 37 for Haiku 4.5.검증과 가드레일REPOgithub.com
- jev-prefturns the preferences in a project's AGENTS.md into `jev-pref.json` rules that Jev checks against each diff hunk, staged file set, or pull request, returning `fix_now` or advisory findings to the coding agent and a nonzero exit code on blocking ones.검증과 가드레일REPOgithub.com
- jev-axiPreToolUse gate for Claude Code and Codex that has Jev score each shell command for destructiveness, exfiltration, remote code execution, and security weakening, deciding routine commands locally so nothing is sent for them, and scoring 44/44 on the 44 labeled tool calls in its repository.검증과 가드레일REPOgithub.com
- pi-verdictPi permission gate where Jev answers one Choice (allow/ask/deny) per gray-zone tool call — deterministic rules settle clear cases first, deny blocks, ask escalates to a human confirm, and errors or timeouts deny; Jev is an optional backend, experimental, reached through OpenRouter or TypeSafe's direct API.검증과 가드레일REPOgithub.com
- jev-commitpre-commit hook where one Jev call judges whether the commit message matches the staged diff, flags debug leftovers and unmentioned work, and blocks only on a detected credential.검증과 가드레일REPOgithub.com
- BlinkCLI that coding agents run after every change, with Jev checking the diff near-instantly in place of an LLM reviewer.검증과 가드레일SITEblink.review
- hermes-jev-approvalsproof of concept that puts Jev in front of Hermes Agent's command approvals, reporting 8.7x faster decisions and 4.4x fewer prompts to the user.검증과 가드레일REPOgithub.com
- taste-lintCLI that uses Jev probabilities on semantic taste checks to catch AI slop in UI, copy, and agent instructions before ship; measurable rules stay local and active findings can fail a run.검증과 가드레일REPOgithub.com
- jev-engineeringgates coding-agent tool calls with deterministic rules first and one typed Jev call second, then publishes a rerunnable 300-call injection test showing what the gate catches and what walks past it.검증과 가드레일REPOgithub.com
- jev-harnessgates AI coding agent execution with Jev `Choice`, `Score`, and `Noul` decisions, triaging test tracebacks in < 2ms to resolve dependencies deterministically without frontier LLMs and aborting circular doom loops.검증과 가드레일REPOgithub.com
- ReflexPi-based coding agent that sends each state-changing tool call through one Jev request of five `Noul` risk checks plus a risk `Score`, maps the answers in code to allow, ask or block by the user's risk setting (protected paths always ask), and also uses Jev to pick the model tier per prompt and to send back "done" claims that ran no verification, at about 400 ms per decision.검증과 가드레일REPOgithub.com
- r2r-jevasks Jev two `Noul` checks per tool call (beyond scope, destructive) and admits each judgment as Evidence that can degrade Trust, Delegation, and Authorization until a human override repairs the relation, so later calls inherit the history; includes a stateless-vs-stateful comparison with a scenario adversarial to persistence.검증과 가드레일REPOgithub.com
공개 후 일주일 만에 Jev 프로젝트 생태계는 0에서 수백 건까지 늘었다. 그것도 꽤 독특한 모양으로 늘었다. Jev 자체를 제품으로 만든 사람은 거의 없다. 다들 만든 것은 층이었다. API를 한 언어로 감싸는 Jev 프로젝트, Jev의 판단을 MCP 도구로 노출하는 Jev 프로젝트, 이미 있던 에이전트 루프에 Jev 호출 하나를 떨어뜨리는 Jev 프로젝트.
혼자서는 아무것도 못 하는 모델이라면 그렇게 되는 게 당연하다. Jev 프로젝트는 거의 언제나 Jev와 다른 무언가 사이의 배관이다 —— 브라우저 에이전트, 코딩 하네스, RAG 파이프라인, 매매 전략, 게임 루프. 어떤 Jev 프로젝트든 재미있는 물음은 「그게 무엇인가」가 아니라 「남의 시스템 어디에 판단을 두기로 했는가」다.
이 JEV 프로젝트 색인 읽는 법
모든 줄이 코드는 아니다
상류 목록은 저장소와 X 스레드, 블로그 글, 호스팅된 데모를 섞어 둔다. 그쪽의 의도적인 방침이고 —— 기록된 실천도 증거이긴 하다 —— 그래서 Jev 프로젝트 한 줄이 글일 수도 있다. 「종류」 열이 REPO, PACKAGE, WRITE-UP, SITE를 갈라 두니 열기 전에 알 수 있다.
등재는 추천이 아니다
상류가 적용하는 것은 수록 기준뿐이다. 공개돼 있고, 인용 가능하고, 실제로 Jev를 타입 판단에 쓸 것. 여기 있는 어떤 Jev 프로젝트도 코드 품질이나 보안, 심지어 도는지 여부를 아무도 심사하지 않았다. 같은 날 한꺼번에 올라온 무더기는 뼈대를 공유하고 커밋 이력도 얇다.
판단 유형은 추정치다
Jev 프로젝트의 한 줄 설명에서 질문 유형이 읽히면 CHOICE, SCORE, NOUL 중 하나를 붙인다. 읽히지 않으면 찍지 않고 비워 둔다. 다섯 중 둘쯤이 후자다.
분류는 상류의 것
분류 체계는 상류 목록이 가진 것이고, 모든 Jev 프로젝트는 직접적인 응용 영역에 따라 정확히 하나에 들어간다. 그중 「과학 파이프라인」은 정말로 비어 있어서, 감추지 않고 빈 채로 보여 준다.
JEV 프로젝트의 쏠림이 말해 주는 것
압도적으로 큰 덩어리는 인프라다. SDK 래퍼, 게이트웨이 어댑터, MCP 서버, 평가용 뼈대. 이건 「새 시스템을 다시 짜는 대신 지금 있는 시스템에서 써 보고 싶다」고 여겨지는 모델의 전형적인 징후다. 시작하는 참이라면 여기를 먼저 보는 게 좋다. 내 스택에 맞는 어댑터는 이미 누군가 써 뒀을 가능성이 크다.
두 번째는 에이전트 판단이고, Jev가 왜 그렇게 빨리 채택됐는지를 가장 잘 설명해 주는 덩어리다. 클릭마다 프론티어 모델을 부르는 브라우저 에이전트는 느리고 비싸다. 매 수의 판단을 Jev로 옮기고 글자를 쳐야 할 때만 큰 모델을 부르는 Jev 프로젝트는 양쪽에서 한 자릿수를 가져간다. 같은 치환이 코딩 에이전트, 데스크톱 자동화, 로보틱스에서도 나타난다.
그다음은 검증과 가드레일이고, 보정이 실제로 본전을 뽑는 자리가 여기다. 이 덩어리의 Jev 프로젝트는 대개 문지기다. 이 도구 호출은 파괴적인가, 이 완료 선언은 정직한가, 끌어온 문단이 주장을 떠받치는가, 생성된 답이 말한 그 출처를 인용했는가. 전부 임계값이 달린 Noul이고, 이미 돌고 있는 시스템에 Jev를 넣는 가장 위험이 낮은 방법이다.
그리고 롱테일 —— 금융, 게임, 모더레이션, 데이터 라벨링, 컴플라이언스 —— 은 건수는 적지만 더 재미있다. 한 건 한 건이 자기 영역이 사실은 유한한 판단으로 가득했다는 걸 알아챈 기록이기 때문이다. 건당 비용이 맞지 않아서 아무도 자동화하지 않았을 뿐이었다.
출발점으로 삼을 JEV 프로젝트 고르기
Jev를 직접 부르고 싶다면 래퍼를 건너뛰고 공식 SDK에서 시작한다. 파이썬은 typesafe-sdk, 자바스크립트는 @typesafe-ai/sdk이고 둘 다 얇다. 이 색인에 있는 래퍼 계열 Jev 프로젝트 대부분은 그것들을 개선하려는 게 아니라 특정 프레임워크로 다리를 놓으려고 존재한다.
이미 에이전트를 돌리고 있다면 MCP 서버를 찾는다. Choice·Score·Noul을 Claude Code나 Codex 같은 하네스가 바로 부를 수 있는 도구로 노출하는 Jev 프로젝트가 여럿 있다. 위험한 동작 앞에 Jev 판단을 끼우는 데 연동 코드를 한 줄도 안 써도 된다는 뜻이다.
결정하기 전에 모양만 보고 싶다면 작은 걸 하나 끝까지 읽는다. 가드레일 계열이나 컨텍스트 가지치기 계열 Jev 프로젝트는 대개 몇백 줄로 끝난다. 재미있는 부분이 배관이 아니라 질문 설계이기 때문이다. 좋은 Jev 질문이 어떻게 생겼는지 감을 잡는 데는 이게 가장 빠르다.
애초에 Jev가 맞는지 재고 있는 단계라면, 개별 Jev 프로젝트보다 판단 패턴 페이지가 출발점으로 낫다. 반복해서 나타나는 11가지 모양에 대해 state와 질문과 라우팅 정책이, 남의 코드베이스라는 잡음 없이 적혀 있다.
이 JEV 프로젝트 데이터의 출처
이 색인의 모든 Jev 프로젝트는 커뮤니티의 awesome-jev 목록에서 가져온다. MIT 라이선스이고 관리하는 사람은 우리가 아니다. 그쪽 분류 파일을 파싱하고, URL로 중복을 걷어내고, 각 건을 코드인지 실천 기록인지 나누고, 설명에서 판단 유형이 추정되면 유형을 붙이고, 그런 다음 원출처로 바로 링크한다.
우리 쪽 설명은 덧붙이지 않는다. 각 Jev 프로젝트 줄에 있는 한 문장은 상류 관리자가 쓴 것이다. 남의 요약을 우리 말로 고쳐 써서 우리 것처럼 보이게 하는 건 정직하지도 않고 결과도 나쁘다.
JEV 프로젝트 자주 묻는 질문
- Jev 프로젝트는 모두 몇 건인가?
- 이 색인은 302건을 담는다. 코드 저장소나 패키지가 227건, 실천 기록이 75건이고, 내용이 있는 분류 14개에 걸쳐 있다.
- 이 Jev 프로젝트들은 프로덕션에 써도 되나?
- 쓸 수 있다고 말할 수 없고, 아무도 확인하지 않았다. 상류가 적용하는 건 수록 기준뿐이고 —— 공개돼 있고, 인용 가능하고, 실제로 Jev를 쓸 것 —— 같은 날 한꺼번에 올라온 무더기가 뼈대를 공유하고 커밋 이력도 얇다고 분명히 경고한다. 등재는 이정표이지 추천이 아니다.
- GitHub에 없는 Jev 프로젝트가 있는 이유는?
- 전체의 4분의 1쯤이 코드가 아니기 때문이다. 상류 목록은 X 스레드, 블로그 글, 호스팅된 데모도 실천 증거로 수록한다. 「종류」 열에서 그것들은 WRITE-UP이나 SITE로 표시되니 걸러 낼 수 있다.
- 내 Jev 프로젝트를 올리려면?
- 상류의 awesome-jev 목록에 제출한다. 이 색인은 그 목록에서 만들어지므로 거기서 통과하면 다음 빌드에 여기에도 올라온다.
- 먼저 읽어야 할 Jev 프로젝트는?
- 작은 가드레일 계열이나 컨텍스트 가지치기 계열 중 하나. 대개 몇백 줄이고 그 대부분이 배관이 아니라 질문 설계다 —— 그리고 내가 만드는 것으로 가져올 수 있는 건 바로 그 부분이다.
- Jev 프로젝트에 공식 SDK가 꼭 필요한가?
- 필요하지 않다. Jev는 맨 HTTP로 부를 수 있고, 이 색인에도 그렇게 한 건이 여럿 있다. SDK가 주로 덜어 주는 건 재시도와 스키마 코드를 직접 쓰는 수고다.