JEV PROJECTS
Every Jev project here uses Jev for a real typed decision — routing, scoring, verification, guardrails. Not everything is code; the KIND column says which.
- typesafe-adblockChrome extension that asks Jev whether each DOM element is an ad, turning ad blocking into a stream of per-element typed questions.Adaptive & Realtime UIREPOgithub.com
- unclutterWXT extension where Jev decides per page element whether it is clutter, removing it under reusable template rules.Adaptive & Realtime UIREPOgithub.com
- siftChrome extension that labels every post in an X timeline - substance, humour, chit-chat, promo, junk, or AI-written - with Jev decisions.Adaptive & Realtime UIREPOgithub.com
- json-renderPICKVercel Labs' UI framework uses Jev in its compose path to pick which components and actions a rendered interface should contain.Adaptive & Realtime 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.Adaptive & Realtime 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.Adaptive & Realtime 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.Adaptive & Realtime 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.Adaptive & Realtime 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.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.com
- jev-judgmentagent skill that sends closed coding-agent judgments to Jev so verdicts stay typed, cheap, and comparable across runs.Agent DecisionsREPOgithub.com
- limpetStop hook that keeps an agent from finishing too early by judging plain-language completion rules with Jev.Agent DecisionsREPOgithub.com
- robo-harnessSO-101 arm workbench where a Jev decision runner picks bounded joint steps from typed candidate actions under a spend budget.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgit.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.Agent DecisionsREPOgithub.com
- yoshiproxy for Claude Code and Codex where Jev judges which conversation history is still needed before pruning.Agent DecisionsREPOgithub.com
- pi-jev (TheoOliveira)semantic tool routing and typed System One decisions for the Pi coding agent.Agent DecisionsREPOgithub.com
- pi-quiet-askgives the Pi agent a quiet Jev decision layer for judgments it would otherwise hand to a chat model.Agent DecisionsREPOgithub.com
- fastbrowseJev picks each action from what is on the page while an LLM reads and plans.Agent DecisionsREPOgithub.com
- super-jevturns a Jev answer into a bounded action instead of leaving the caller to interpret it.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.com
- Jev Browserdrives a browser with Jev deciding each step, pitched as fast and very cheap next to LLM-driven browsing.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.com
- fast-dev-compactionCodex port of the Jev-guided compaction idea, restoring context verbatim around a session compaction rather than summarizing it.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.com
- pi-typesafe-routerroutes Pi's work through typed Jev decisions.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.com
- jev-desktopsupplies Jev action selection inside Codex Computer Use, choosing among desktop actions rather than asking a language model at every step.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.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.Agent DecisionsSITEyappy.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).Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.com
- jev-mobilefast structured Android control loops that route each step through Jev alongside Mobile MCP, with 35 test files.Agent DecisionsREPOgithub.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.Agent DecisionsREPOgithub.com
- deciderreproduces the System One shape with a Qwen3.5-2B fine-tune that emits typed decisions with calibrated probabilities in one pass.Calibration & ResearchREPOgithub.com
- openjevindependent local preview that answers bilingual probability questions from context, questions, and candidate answers, inspired by TypeSafe Jev.Calibration & ResearchREPOgithub.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.Calibration & ResearchSITEhuggingface.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.Calibration & ResearchREPOgithub.com
- open-alternative-jevruns a Jev-shaped decision model locally on your own GPU.Calibration & ResearchREPOgithub.com
- mini-jevimplements Jev's typed-decision interface on top of a local LLM.Calibration & ResearchREPOgithub.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.Calibration & ResearchREPOgithub.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.Calibration & ResearchWRITE-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.Calibration & ResearchREPOgithub.com
- jevincipaints images by having Jev predict every pixel's colour in parallel, with predicted confidence deciding how wide each stroke is drawn.Calibration & ResearchREPOgithub.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).Calibration & ResearchREPOgithub.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.Calibration & ResearchREPOgithub.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.Calibration & ResearchSITEhuggingface.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.Calibration & ResearchREPOgithub.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.Calibration & ResearchREPOgithub.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.Calibration & ResearchREPOgithub.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.Calibration & ResearchREPOgithub.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.Calibration & ResearchREPOgithub.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).Calibration & ResearchREPOgithub.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.Calibration & ResearchREPOgithub.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.Calibration & ResearchREPOgithub.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.Calibration & ResearchREPOgithub.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.Calibration & ResearchREPOgithub.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.Classification & RoutingREPOgithub.com
- jev-routerroutes Claude Code tasks to the cheapest capable model by asking Jev to choose among candidates.Classification & RoutingREPOgithub.com
- jev-router (prismhq)open-source LiteLLM-based router where a Jev decision picks which model serves each request.Classification & RoutingREPOgithub.com
- pi-jev-routeradds automatic per-request model routing to the Pi coding agent through Jev decisions on Vercel AI Gateway.Classification & RoutingREPOgithub.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.Classification & RoutingREPOgithub.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).Classification & RoutingREPOgithub.com
- jev-agent-skill-routerroutes agent skill selection through typed, confidence-aware Jev decisions so weak matches are declined instead of guessed.Classification & RoutingREPOgithub.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.Classification & RoutingREPOgithub.com
- Jev email intent workflowasync LangGraph workflow gets a typed Jev `Choice` (`invoice` or `general`) and routes each inbound email to the matching handler.Classification & RoutingREPOgithub.com
- DiffJuryroutes each pull request by risk with Jev before a human reviewer is assigned, doubling as a review coach.Classification & RoutingREPOgithub.com
- HA-JevHome Assistant integration that answers questions about the house as a probability, a choice, or a score.Classification & RoutingREPOgithub.com
- secondlayerself-hosted Stacks data service whose Slack gate and fault-triage paths both run on Jev decisions.Classification & RoutingREPOgithub.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.Classification & RoutingREPOgithub.com
- new-api-typesafe-pluginadds a native `/v1/systemone` endpoint to new-api so typed decisions sit behind the same gateway as chat models.Classification & RoutingREPOgithub.com
- duet-agentkeeps a Jev-backed routing table for deciding which model should serve a request.Classification & RoutingREPOgithub.com
- omo-jevlike-routershrinks the skill catalog in a system prompt with one forward pass over a frozen Qwen, routing each request Jev-style.Classification & RoutingREPOgithub.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.Classification & RoutingREPOgithub.com
- flue-jev-demoroutes a Flue agent's work with Jev through Cloudflare AI Gateway.Classification & RoutingREPOgithub.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.Classification & RoutingREPOgithub.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.Classification & RoutingSITEjev-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.Classification & RoutingREPOgithub.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.Classification & RoutingREPOgithub.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.Classification & RoutingREPOgithub.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.Classification & RoutingREPOgithub.com
- hearth-jev-rental-searchautonomous multi-source rental search where Jev decides which listings match the criteria.Classification & RoutingREPOgithub.com
- pi-jev-skill-pickerranks the Pi agent's installed skills against the current task with Jev before any of them run.Classification & RoutingREPOgithub.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.Classification & RoutingREPOgithub.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.Compliance & LegalREPOgithub.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.Content ModerationREPOgithub.com
- jev-spam-evalzero-shot spam classification with Jev `Boolean` questions, benchmarked against TF-IDF baselines.Content ModerationREPOgithub.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.Content ModerationREPOgithub.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.Content ModerationREPOgithub.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.Content ModerationREPOgithub.com
- jev_antispam_botminimal grammY anti-spam bot that asks Jev about each message, with ten test files behind it.Content ModerationREPOgithub.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.Data Labeling & CurationREPOgithub.com
- jev-curatePICKsifts synthetic JSONL and Parquet rows using Jev Noul checks and calibrated confidence scores, streaming passed records and rejections straight to disk.Data Labeling & CurationREPOgithub.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.Data Labeling & CurationREPOgithub.com
- jlinklinks records under a plain-English match rule using Jev Noul pair judgments, with local candidate blocking and match resolution.Data Labeling & CurationREPOgithub.com
- jgrepfilters text, structured records, functions, and diff hunks against plain-English descriptions using Jev Noul judgments.Data Labeling & CurationREPOgithub.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.Data Labeling & CurationREPOgithub.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.Evaluation & BenchmarkingREPOgithub.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.Evaluation & BenchmarkingREPOgithub.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.Evaluation & BenchmarkingSITEnearhere.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.Evaluation & BenchmarkingREPOgithub.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.Evaluation & BenchmarkingSITEagentjournal.dev
- Jev PongPong where the ball advances one step per model decision, putting Jev head-to-head with LLMs through Vercel AI Gateway.Evaluation & BenchmarkingREPOgithub.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.Evaluation & BenchmarkingWRITE-UPx.com
- An early-access test of TypeSafe's Jevmeasures calibrated judgments on early-access Jev and reports the resulting cost per decision.Evaluation & BenchmarkingSITElindfors.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.Evaluation & BenchmarkingREPOgithub.com
- WindTunnelmeasures WebMCP against other browser-agent interfaces, with Jev appearing as one of the compared configurations.Evaluation & BenchmarkingREPOgithub.com
- jev-evalcompares Jev against GPT-4o-mini and Claude Sonnet 4.5 under identical conditions on the same judgment task.Evaluation & BenchmarkingREPOgithub.com
- minuteslocal-first transcription app whose live voice path runs its evaluations through Jev.Evaluation & BenchmarkingREPOgithub.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.Evaluation & BenchmarkingREPOgithub.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).Evaluation & BenchmarkingREPOgithub.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)Evaluation & BenchmarkingREPOgithub.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.Evaluation & BenchmarkingSITEboringtoolskit.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.Evaluation & BenchmarkingSITElangchain.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.Evaluation & BenchmarkingREPOgithub.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/)Evaluation & BenchmarkingREPOgithub.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.Evaluation & BenchmarkingREPOgithub.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.Evaluation & BenchmarkingSITEjevals.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.Finance & TradingREPOgithub.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.Finance & TradingREPOgithub.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.Finance & TradingREPOgithub.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.Finance & TradingREPOgithub.com
- typesafe-marioPICKTypeSafe/Jev agent that plays Super Mario Bros. from structured emulator state, choosing each action from emulator-derived features.Game & SimulationREPOgithub.com
- jev-dronePICKcamera-only autonomous drone in MuJoCo that puts a Jev judgment model in the control loop at 2.5 Hz.Game & SimulationREPOgithub.com
- tsai-scdrives original StarCraft shareware through keyboard and mouse with Jev action probabilities recorded per decision.Game & SimulationREPOgithub.com
- jev-plays-pokemonreads Pokémon Red game state as text, answers typed questions each turn, and lets deterministic code turn the answers into moves.Game & SimulationREPOgithub.com
- typesafe-jev-drone-demoThree.js drone simulator with a Python backend where Jev drives the navigation decisions.Game & SimulationREPOgithub.com
- typesafe-playgroundsmall Jev experiments that put the decision on screen, from routing a support message to steering a car in a 3D world.Game & SimulationREPOgithub.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.Game & SimulationREPOgithub.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.Game & SimulationREPOgithub.com
- jev-reflex-autonomy-laba multi-drone lab where Jev supplies the reflex decisions, with an optional slower strategy layer guiding them.Game & SimulationREPOgithub.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.Game & SimulationREPOgithub.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.Game & SimulationREPOgithub.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.Game & SimulationREPOgithub.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.Game & SimulationREPOgithub.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.Game & SimulationREPOgithub.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.Game & SimulationSITEjevchess.com
- eveVercel's eve engine ships Jev as the default evaluation model (`typesafe-ai/jev`) in its experimental evaluate path.Infra / SDKs / IntegrationsREPOgithub.com
- AI CLIVercel Labs CLI that can run Jev as the evaluation model for its `evaluate` command.Infra / SDKs / IntegrationsREPOgithub.com
- jev-mcp (jkudish)PICKproof-of-concept MCP server that puts Jev claim verification, content screening, and candidate ranking behind standard MCP tools.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.com
- zio-typesafe-aiZIO client for TypeSafe AI with a typed DSL over Jev decisions.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.com
- laravel-typesafe-jevunofficial Laravel integration for Jev with typed responses, async requests, scoped dependency injection, and testing fakes.Infra / SDKs / IntegrationsREPOgithub.com
- advocaatsmall type-safe client for asking Jev questions about a dataset.Infra / SDKs / IntegrationsREPOgithub.com
- jevclientasync client for Jev published on PyPI.Infra / SDKs / IntegrationsPACKAGEpypi.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.Infra / SDKs / IntegrationsREPOgithub.com
- safer-with-jevNeon Function proxy for the Neon AI Gateway that routes decisions with Jev.Infra / SDKs / IntegrationsREPOgithub.com
- typesafe-ai/skillsinstallable agent skills package (`npx skills add typesafe-ai/skills`) that teaches agents the Jev workflow.Infra / SDKs / IntegrationsREPOgithub.com
- SmithersTypeScript workflow framework with a Jev session checker wired into its workflows.Infra / SDKs / IntegrationsREPOgithub.com
- skillboxself-hosted versioned skills library that adds optional Jev recommendations using your own TypeSafe or Gateway key.Infra / SDKs / IntegrationsREPOgithub.com
- JevbridgeACP and MCP adapter that exposes Jev typed decisions to Codex, Claude, Grok, and other LLMs.Infra / SDKs / IntegrationsREPOgithub.com
- jev (Elixir)GenServer client that replies with Jev's answer so callers can pattern match on it directly.Infra / SDKs / IntegrationsREPOgithub.com
- jev-gocommunity Go SDK for Jev.Infra / SDKs / IntegrationsREPOgithub.com
- jev-clismall dependency-free CLI for Jev.Infra / SDKs / IntegrationsREPOgithub.com
- decide-mcpconfigurable decision server with percentage scores and bias-profile routing on top of Jev.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.com
- ai-pythonthe official Vercel AI SDK for Python carries Jev through its evaluation operation and Gateway examples.Infra / SDKs / IntegrationsREPOgithub.com
- Cline pluginsCline's official plugin collection includes a Jev-driven browser plugin (`jev-browser`), so Jev arrives as a first-class Cline capability.Infra / SDKs / IntegrationsREPOgithub.com
- hono-jev-routerHono middleware that routes HTTP requests by meaning rather than by method and path, deciding with Jev.Infra / SDKs / IntegrationsREPOgithub.com
- rotomOpenAI- and Anthropic-compatible API gateway that carries Jev through its model catalog and evaluation path.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsSITEjev-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.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.com
- ruby_decision_modelclient for decision models such as Jev, so Ruby applications can put typed questions directly to the model.Infra / SDKs / IntegrationsREPOgithub.com
- s1_rubymakes System One measurement, and the collapse that follows it, a Ruby primitive, with a TypeSafe provider behind its own spec suite.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.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?`.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsSITEelvex.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.Infra / SDKs / IntegrationsREPOgithub.com
- jev-skill-suggesterrecommends which installed skills apply to a request, keeping the recommendation bounded and letting Jev decide.Infra / SDKs / IntegrationsREPOgithub.com
- grok-bot-jevconnects Jev to Grok Bot as a cheap decision layer, with usage gates, a skill template, and worked examples.Infra / SDKs / IntegrationsREPOgithub.com
- jev-architectfinds, designs, and evaluates Jev decision loops, packaged as a skill with references on decision design and delivery.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsSITElangchain.com
- openrouter-jev-mcpPython decision gateway and stdio MCP server exposing TypeSafe's Jev model through OpenRouter's alpha decisions endpoint.Infra / SDKs / IntegrationsREPOgithub.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.Infra / SDKs / IntegrationsREPOgithub.com
- neurolinkJuspay's TypeScript interface over forty AI providers, with `decide` as a first-class inference type alongside generate and stream.Infra / SDKs / IntegrationsREPOgithub.com
- jev-spring-boot-starterSpring Boot 4 starter that puts Jev behind Spring MVC and RestClient.Infra / SDKs / IntegrationsREPOgithub.com
- jevifyfinds where a codebase could hand a decision to Jev, designs the typed questions for it, and learns from recent community usage.Infra / SDKs / IntegrationsREPOgithub.com
- mysql-ailikeMySQL plugin that filters rows by a natural-language predicate instead of a literal one, powered by Jev.Infra / SDKs / IntegrationsREPOgithub.com
- jev-usecasesa set of production-shaped use-case harnesses built around confidence-gated decision logic.Infra / SDKs / IntegrationsREPOgithub.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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-UPx.com
- Model router built with Jev948-like demo where Jev decides which model should serve a request before it is forwarded.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-UPx.com
- Running a local Typesafe Jevattempt at running a Jev-style decision model locally, with speed noted as still improvable.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-UPx.com
- Rethinking security engineering with Jevargues that purely engineering decisions in security work belong to Jev rather than a chat model.Related Practices / DiscussionsWRITE-UPx.com
- Ask Jev anything, it will judgepublic Convex-backed demo inviting one million judged questions instead of generated answers.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-UPx.com
- Jev 中文解读explains the System One category to Chinese readers as a calibrated, typed decision layer for code.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsREPOgithub.com
- Jev on OpenRouterOpenRouter ships Jev in beta, exposing the System One model through its routing layer.Related Practices / DiscussionsWRITE-UPx.com
- Jev on Cloudflare AI GatewayJev goes live on Cloudflare's AI Gateway, callable from Workers.Related Practices / DiscussionsWRITE-UPx.com
- Jev for instant compactionargues agent context compaction should be a Jev decision rather than a summarization prompt.Related Practices / DiscussionsWRITE-UPx.com
- Reviewing unnecessary tool calls with Jeva Claude plugin asks Jev to review redundant tool calls, running in about a second.Related Practices / DiscussionsWRITE-UPx.com
- 19 open-source Jev projectstallies 19 open-source Jev projects totalling more than 6,800 stars.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-UPbacknotprop.com
- Jev is about to change the AI economyargues that cheap calibrated decisions move where inference spend goes.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsREPOgithub.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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-UPx.com
- Full Jev tutoriala walkthrough covering the API, then three demos — voice-controlled browsing, AI memory, and YouTube preprocessing.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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')`.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-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.Related Practices / DiscussionsWRITE-UPblog.r6i.it
- Awesome TypeSafe Jeva source-backed field guide with SDKs and live demos, the largest of the community indexes at 423 stars.Related Practices / DiscussionsREPOgithub.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.Related Practices / DiscussionsWRITE-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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.com
- jev-bfsfinds link paths between English Wikipedia articles by having Jev rank each page's outgoing links while Python controls the search.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.com
- pagegradegrades page sections for clarity, writing, and on-page SEO with Jev and returns per-section scores.Scoring & RankingREPOgithub.com
- jev-scoutsub-second zero-hallucination open-source repo and crate scout using TypeSafe Jev speculative fan-out scoring.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.com
- SupercovJev answers twelve `Noul` properties per source file so the agent knows what to fix first.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.com
- jselectselects source-linked evidence within a token budget using Jev Noul relevance judgments and local diversity-aware selection.Scoring & RankingREPOgithub.com
- jsortranks text along a plain-English criterion using pairwise Jev Noul comparisons and a locally fitted Bradley-Terry scale.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Scoring & RankingREPOgithub.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.Verification & GuardrailsREPOgithub.com
- jev-reviewPICKstaged code-review workflow and local dashboard where Jev gates each review stage before a change advances.Verification & GuardrailsREPOgithub.com
- pi-jevadds a measured tool-call gate to the Pi coding agent so risky calls are checked by Jev before execution.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.com
- jev-guardprompt-injection and dangerous-action guard for Claude Code, Codex, Pi, and ACP agents, with Jev deciding what to block.Verification & GuardrailsREPOgithub.com
- Foremansits above Codex workers and has Jev independently judge whether an implementation is complete, its tests sufficient, or a human is needed.Verification & GuardrailsREPOgithub.com
- stanley-codebounded Jev workflows that keep agent judgments typed instead of free-form.Verification & GuardrailsREPOgithub.com
- opencompanyruns its approval review through Jev so workspace actions are gated by a typed decision.Verification & GuardrailsREPOgithub.com
- jev-gitsub-second Git pre-commit & pre-push reflex gate that screens staged diffs for secrets and destructive commands using Jev.Verification & GuardrailsREPOgithub.com
- pi-heedchecks every side-effecting tool call from the Pi agent against what the user actually asked for.Verification & GuardrailsREPOgithub.com
- Hunchplain-English rules that Jev checks code against, locally or on every pull request, with Jev picking one label per finding.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.com
- fxships a `typesafe_permission_reviewer` builtin so the agent's permission decisions run through Jev rather than an LLM call.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.com
- BlinkCLI that coding agents run after every change, with Jev checking the diff near-instantly in place of an LLM reviewer.Verification & GuardrailsSITEblink.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.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.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.Verification & GuardrailsREPOgithub.com
Within a week of release the Jev project ecosystem went from nothing to a few hundred entries, and it did so in a very particular shape. Almost nobody built a Jev product. What people built were layers: a Jev project that wraps the API for one language, a Jev project that exposes Jev judgements as MCP tools, a Jev project that drops a Jev call into an agent loop that already existed.
That is what you would expect from a model that cannot do anything on its own. A Jev project is almost always a piece of plumbing between Jev and something else — a browser agent, a coding harness, a RAG pipeline, a trading strategy, a game loop. The interesting question about any Jev project is not what it is, but where in someone else's system it decided to put a decision.
HOW TO READ THIS JEV PROJECT INDEX
Not every entry is code
The upstream list mixes repositories with X threads, blog posts and hosted demos. That is deliberate on their part — a documented practice is evidence too — but it means a Jev project row might be an article. The KIND column separates REPO, PACKAGE, WRITE-UP and SITE so you know before you click.
A listing is not an endorsement
The upstream list applies inclusion rules only: public, citable, genuinely uses Jev for a typed decision. Nobody reviewed any Jev project here for code quality, security, or whether it runs. Several same-day bulk submissions share a scaffold and a thin commit history.
The decision type is inferred
Where a Jev project's one-line summary makes the question type obvious, we mark it CHOICE, SCORE or NOUL. Where it does not, we leave it blank rather than guess. Roughly two in five entries fall in that second group.
Categories come from upstream
The categories are the upstream list's own, and each Jev project sits in exactly one of them, chosen by its direct application domain. One category — scientific pipelines — is genuinely empty, and we show it that way rather than hiding it.
WHAT THE JEV PROJECT CLUSTERS TELL YOU
The largest cluster by a distance is infrastructure: SDK wrappers, gateway adapters, MCP servers, evaluation scaffolds. That is the signature of a model people want to try in an existing system rather than build a new system around. If you are starting, this is where to look first — someone has probably already written the adapter for your stack.
Agent decisions is the second cluster, and it is the one that best explains why Jev got adopted so fast. A browser agent that calls a frontier model for every click is slow and expensive; a Jev project that swaps that per-step decision onto Jev and calls the big model only when text must be typed gets an order of magnitude on both. The same substitution shows up in coding agents, desktop automation and robotics.
Then verification and guardrails, which is where the calibration actually earns its keep. A Jev project in this group is usually a gate: judge whether a tool call is destructive, whether a completion claim is honest, whether a retrieved passage supports the claim, whether a generated answer cites what it says it cites. These are Nouls with thresholds, and they are the lowest-risk way to put Jev into something that already works.
The long tail — finance, games, moderation, data labelling, compliance — is thinner but more interesting, because each entry is someone discovering that their domain happens to be full of bounded decisions nobody had automated because the per-decision cost never made sense before.
PICKING A JEV PROJECT TO START FROM
If you want to call Jev directly, start with an official SDK and skip the wrappers. The Python package is typesafe-sdk and the JavaScript one is @typesafe-ai/sdk; both are thin, and most of the wrapper Jev projects in this index exist to bridge them into a specific framework rather than to improve on them.
If you already run an agent, look for the MCP servers. Several Jev projects expose Choice, Score and Noul as tools that Claude Code, Codex and similar harnesses can call directly, which means you can put a Jev decision in front of a risky action without writing any integration code at all.
If you want to see the shape before committing, read a small one end to end. The guardrail and context-pruning Jev projects tend to be a few hundred lines, because the interesting part is the question design rather than the plumbing. That is the fastest way to understand what a good Jev question actually looks like.
And if you are evaluating whether Jev fits at all, the decision patterns page is a better starting point than any individual Jev project — it carries the state, the questions and the routing policy for eleven recurring shapes, without the noise of someone else's codebase around it.
WHERE THIS JEV PROJECT DATA COMES FROM
Every Jev project in this index is drawn from the community awesome-jev list, which is MIT licensed and maintained by people who are not us. We parse their category files, deduplicate by URL, classify each entry as code or write-up, infer the decision type where the summary allows it, and link straight back to the original source.
We add no descriptions of our own. The one-line summary on each Jev project row is the upstream maintainer's, because rewriting someone else's summary to make it sound like ours would be both dishonest and worse.
JEV PROJECTS FAQ
- How many Jev projects are there?
- This index carries 302 entries: 227 code repositories or packages and 75 documented practices, across 14 categories that actually contain something.
- Are all these Jev projects production-ready?
- No, and nobody has checked. The upstream list applies inclusion rules only — public, citable, genuinely uses Jev — and explicitly warns that several same-day bulk submissions share a scaffold and a thin commit history. Treat a listing as a pointer, not a recommendation.
- Why are some Jev projects not on GitHub?
- Because roughly a quarter of the entries are not code. The upstream list includes X threads, blog posts and hosted demos as practice signals. The KIND column marks those WRITE-UP or SITE so you can filter them out.
- How do I get my Jev project listed?
- Submit it upstream to the awesome-jev list. This index builds from that list, so anything accepted there appears here on the next build.
- Which Jev project should I read first?
- One of the small guardrail or context-pruning ones. They are usually a few hundred lines, and almost all of that is question design rather than plumbing — which is the part that transfers to whatever you build.
- Does a Jev project always need the official SDK?
- No. Jev is reachable over plain HTTP, and several entries here call it that way. The SDKs mostly save you from writing the retry and schema code yourself.