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<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Jev report: in production</title><link>https://iambraun.com/jevreports/shipped/</link><atom:link href="https://iambraun.com/jevreports/shipped/feed.xml" rel="self" type="application/rss+xml"/><description>Named products and companies running TypeSafe AI&#x27;s Jev in production, each with a professional-usefulness score. Updated daily from public posts, with every number attributed to its source.</description><lastBuildDate>Sun, 20 Sep 2026 00:00:00 +0000</lastBuildDate><item><title>Clean Code Review [3/5]</title><link>https://clean-code-review.vercel.app</link><guid isPermaLink="false">https://clean-code-review.vercel.app#clean-code-review</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Judges each pull request file against Clean Code rules using Jev, answering every calibrated-probability question in about half a second per call.</description></item><item><title>any-auto [3/5]</title><link>https://github.com/jjyr/any-auto</link><guid isPermaLink="false">https://github.com/jjyr/any-auto#any-auto</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Auto-approval pipeline for Antigravity and Pi coding agents lets Jev act as the AI reviewer backend that assesses tool-call risk before approving.</description></item><item><title>Juspay NeuroLink [4/5]</title><link>https://neurolink.ink</link><guid isPermaLink="false">https://neurolink.ink#juspay-neurolink</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Decide primitive returns calibrated boolean/choice/score judgments; powers Tara, Yama and Clairvoyance products at Juspay in production.</description></item><item><title>Light-Whisper [3/5]</title><link>https://github.com/sypsyp97/light-whisper</link><guid isPermaLink="false">https://github.com/sypsyp97/light-whisper#light-whisper</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Optional Jev classification decides whether to skip the AI polishing step in this shipped Windows dictation app, shown with per-result processing times.</description></item><item><title>Sift [3/5]</title><link>https://github.com/bohutang/sift</link><guid isPermaLink="false">https://github.com/bohutang/sift#sift</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Chrome extension labels every X post into six categories plus AI-written and off-topic flags using live Jev calls, vendor claims about $0.00003 per post.</description></item><item><title>AnyFilter [3/5]</title><link>https://github.com/anyfilter/anyfilter</link><guid isPermaLink="false">https://github.com/anyfilter/anyfilter#anyfilter</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Chrome extension hides X posts matching user-described rules using live Jev classification calls per post, with a panel to undo misclassifications.</description></item><item><title>av (Pixel ML) [3/5]</title><link>https://agentic.video</link><guid isPermaLink="false">https://agentic.video#av-pixel-ml</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Shipped video-intelligence CLI uses Jev to filter source relevance and rank scenes for its refined `av ask` question-answering command.</description></item><item><title>JevProxy [3/5]</title><link>https://jevproxy.com/</link><guid isPermaLink="false">https://jevproxy.com/#jevproxy</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Drop-in reverse proxy routes OpenAI/Anthropic agent calls through Jev before an LLM call. Vendor claims 65% lower agent cost, 90% less loop latency, sub-25ms decisions.</description></item><item><title>FakeCatch [3/5]</title><link>https://chromewebstore.google.com/detail/fakecatch-fake-review-det/jfkcpcmgneignanpnnggbfjljbpceelm</link><guid isPermaLink="false">https://chromewebstore.google.com/detail/fakecatch-fake-review-det/jfkcpcmgneignanpnnggbfjljbpceelm#fakecatch</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Chrome extension scores Amazon/Flipkart/Trustpilot reviews for authenticity using Jev, live on the Chrome Web Store. No numbers published.</description></item><item><title>Vettly [3/5]</title><link>https://vettly.dev/</link><guid isPermaLink="false">https://vettly.dev/#vettly</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Content-moderation API for app developers; Jev runs parallel probabilistic signals across text, image and video with programmable policies. No numbers published.</description></item><item><title>eslint-plugin-jev (ShahriarBijoy) [3/5]</title><link>https://github.com/ShahriarBijoy/eslint-plugin-jev</link><guid isPermaLink="false">https://github.com/ShahriarBijoy/eslint-plugin-jev#eslint-plugin-jev-shahriarbijoy</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>ESLint plugin where each rule is a plain-English question Jev answers with a probability against a configurable threshold. No numbers published.</description></item><item><title>Jev-bot (venu) [2/5]</title><link>https://dm6rtlrn56ej8.cloudfront.net/</link><guid isPermaLink="false">https://dm6rtlrn56ej8.cloudfront.net/#jev-bot-venu</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Turns a plain-language idea into a Jev integration design: Jev evaluates a published research library, GLM 5.3 drafts the workflow and JSON. No numbers published.</description></item><item><title>JarvisCore (Prescott Data) [3/5]</title><link>https://github.com/Prescott-Data/jarviscore-framework</link><guid isPermaLink="false">https://github.com/Prescott-Data/jarviscore-framework#jarviscore-prescott-data</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Jev drives agent decisions, subagent routing, model-tier selection, and RAG passage filtering. Maintainer claims 1.37s wall, $0.000074 for four concurrent live Jev calls.</description></item><item><title>Awesome Jev (valentynkit) [3/5]</title><link>https://awesomejev.vercel.app/</link><guid isPermaLink="false">https://awesomejev.vercel.app/#awesome-jev-valentynkit</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Directory of Jev projects where Jev itself classifies and reranks entries typed questions per repo. Author claims 323 projects, daily refresh.</description></item><item><title>jev-use [3/5]</title><link>https://github.com/shitianfang/jev-use</link><guid isPermaLink="false">https://github.com/shitianfang/jev-use#jev-use</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Claude Code/Codex/pi plugin routes no-text-output agent steps to Jev instead of an LLM. Author claims p50 ~230ms, $0.02 per 1,000 judgments.</description></item><item><title>Revolve [2/5]</title><link>https://gitlab.com/porky11/revolve-agent</link><guid isPermaLink="false">https://gitlab.com/porky11/revolve-agent#revolve</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Open-source coding agent uses Jev to evaluate risky commands, set permission rules, flag broken instructions, and route external events. No numbers; author&#x27;s daily driver.</description></item><item><title>Alloy [2/5]</title><link>https://github.com/tlangridge/Alloy</link><guid isPermaLink="false">https://github.com/tlangridge/Alloy#alloy</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Local multi-model CLI panel routes tasks between Claude, Codex, Gemini and Grok by complexity, model strength and quota. No numbers published.</description></item><item><title>Community Signals (Joshua Poddoku) [2/5]</title><link>https://www.joshuapoddoku.com/community-signals/</link><guid isPermaLink="false">https://www.joshuapoddoku.com/community-signals/#community-signals-joshua-poddoku</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Jev adds precision to a live read of Bluesky/HN chatter about AI-generated code. Source release pending; no numbers published.</description></item><item><title>Nola [3/5]</title><link>https://nola.sh/</link><guid isPermaLink="false">https://nola.sh/#nola</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>TypeScript superset (.tsi) with typed LLM inference; added Jev as a provider for Scale/Prob/Choice primitives alongside native TS types. No numbers published.</description></item><item><title>Enzyme [3/5]</title><link>https://github.com/byenzyme/enzyme</link><guid isPermaLink="false">https://github.com/byenzyme/enzyme#enzyme</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Local-first compiler over Markdown knowledge bases uses Jev for program synthesis, output in about 0.5s. Author claims 350x cost, 1000x speed vs frontier models.</description></item><item><title>oko (bartlomein) [4/5]</title><link>https://github.com/bartlomein/oko</link><guid isPermaLink="false">https://github.com/bartlomein/oko#oko-bartlomein</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Jev reranks locally found matches so coding agents read less of the repo. Author&#x27;s 108-session pilot claims up to 46% fewer agent tokens, 18% less time with a warm cache.</description></item><item><title>musecases.app [3/5]</title><link>https://musecases.app</link><guid isPermaLink="false">https://musecases.app#musecases-app</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Live Jev-based auto-moderation of user submissions for harmful content and quality. No numbers published.</description></item><item><title>Venice (AskVenice) [2/5]</title><link>https://x.com/askvenice/status/2101095644467511578</link><guid isPermaLink="false">https://x.com/askvenice/status/2101095644467511578#venice-askvenice</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Jev added as an inference option on Venice&#x27;s API: send app state and typed questions, get back a probability, choice, or score. Vendor beta launch, no numbers published.</description></item><item><title>Fieldnote (ClawScience) [2/5]</title><link>https://fieldnote.clawscience.com/</link><guid isPermaLink="false">https://fieldnote.clawscience.com/#fieldnote-clawscience</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Live web tool pairs Jev with deterministic mathematics as a semantic physics/math solver. Author claims it solved 3 MIT Integration Bee 2026 qualifying questions.</description></item><item><title>OWLENA [3/5]</title><link>https://owlena.vercel.app/en/case-study</link><guid isPermaLink="false">https://owlena.vercel.app/en/case-study#owlena</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Vietnam warehouse-automation vendor uses Jev for structured decisions inside its picking and routing engine. Vendor claims 43.6% less picking travel time on one live fulfillment wave.</description></item><item><title>hush (emreozyoruk) [3/5]</title><link>https://github.com/emreozyoruk/hush</link><guid isPermaLink="false">https://github.com/emreozyoruk/hush#hush-emreozyoruk</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>GitHub Action triages issues with four calibrated Jev questions per issue, staying silent below maintainer-set confidence thresholds. Author claims ~300ms, ~$0.00002/issue, running on its own repo.</description></item><item><title>openpoke-meets-jev (0xShin0221) [3/5]</title><link>https://github.com/0xShin0221/openpoke-meets-jev</link><guid isPermaLink="false">https://github.com/0xShin0221/openpoke-meets-jev#openpoke-meets-jev-0xshin0221</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Fork of the open-source Poke reimplementation moves email screening, execution-agent guardrails, and search reranking from Sonnet to Jev. Author ran an A/B and an adversarial injection test; no numbers quoted.</description></item><item><title>Pi-Saver (amazingjoe) [2/5]</title><link>https://github.com/amazingjoe/pi-saver</link><guid isPermaLink="false">https://github.com/amazingjoe/pi-saver#pi-saver-amazingjoe</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Pi Coder extension where Jev dynamically prunes irrelevant conversation history per request while keeping full history locally. Author claims 75%+ less context.</description></item><item><title>jev-usher (cvsgireesh) [2/5]</title><link>https://github.com/cvsgireesh/jev-usher</link><guid isPermaLink="false">https://github.com/cvsgireesh/jev-usher#jev-usher-cvsgireesh</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Jev-powered model routing and recoverable context filtering for Claude Code, with a local UI comparing answers, tokens and timing. No numbers published; early stage.</description></item><item><title>JevRouter.nvim (Mawfyy) [2/5]</title><link>https://github.com/Mawfyy/jev-router.nvim</link><guid isPermaLink="false">https://github.com/Mawfyy/jev-router.nvim#jevrouter-nvim-mawfyy</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Neovim plugin uses Jev to classify coding-assistant intent and route to file-read, edit, terminal, or Q&amp;A handlers. Author claims under 200ms per decision.</description></item><item><title>jev-align (Sutro) [2/5]</title><link>https://github.com/sutro-sh/jev-align</link><guid isPermaLink="false">https://github.com/sutro-sh/jev-align#jev-align-sutro</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>CLI finds uncertain examples, collects human labels, and runs GEPA to improve a Jev classifier. No numbers published.</description></item><item><title>SiftRank [2/5]</title><link>https://github.com/noperator/siftrank</link><guid isPermaLink="false">https://github.com/noperator/siftrank#siftrank</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Semantic ranking CLI added Jev as a provider alongside OpenAI-compatible APIs for ranking prose, code, and support tickets. No numbers published.</description></item><item><title>jegrep [3/5]</title><link>https://github.com/can1357/jegrep</link><guid isPermaLink="false">https://github.com/can1357/jegrep#jegrep</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Natural-language semantic grep answers a calibrated yes/no probability per file with Jev. Author claims $0.01-0.03 per search across a few thousand files.</description></item><item><title>jevcache [2/5]</title><link>https://github.com/hyperspaceai/jevcache</link><guid isPermaLink="false">https://github.com/hyperspaceai/jevcache#jevcache</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Local decision cache memoizes Jev calls keyed on model/schema/state so repeats are free and deterministic in CI. No numbers published.</description></item><item><title>Grok Bot Jev Router [2/5]</title><link>https://github.com/Bodila51/grok-bot-jev</link><guid isPermaLink="false">https://github.com/Bodila51/grok-bot-jev#grok-bot-jev-router</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Jev classifies Grok Bot requests before research, browser, or retry work to reuse cache, stop retries, or ask a human. No numbers published.</description></item><item><title>Pi-Bifrost [2/5]</title><link>https://github.com/iamaamir/pi-bifrost</link><guid isPermaLink="false">https://github.com/iamaamir/pi-bifrost#pi-bifrost</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Native model router for the Pi agent; an optional Jev backend selects a configured routing tier before generation starts. No numbers published.</description></item><item><title>Astra (MatrixOrigin) [3/5]</title><link>https://github.com/matrixorigin/Astra</link><guid isPermaLink="false">https://github.com/matrixorigin/Astra#astra-matrixorigin</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Self-hosted agent runtime integrates Jev as an optional judgment layer over budgeted context pipelines, with a public research paper. No numbers quoted.</description></item><item><title>Jev Desktop [2/5]</title><link>https://github.com/yikangy873-gif/jev-desktop</link><guid isPermaLink="false">https://github.com/yikangy873-gif/jev-desktop#jev-desktop</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Jev selects an operation and target inside Codex Computer Use sessions for browser tabs and macOS apps. No numbers published.</description></item><item><title>jev-mcp [2/5]</title><link>https://github.com/burnigtm/jev-mcp</link><guid isPermaLink="false">https://github.com/burnigtm/jev-mcp#jev-mcp</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>MCP server gives Cursor and Codex nine Jev tools for routing, patch review, claim verification, and content screening. No numbers published.</description></item><item><title>typesafe-mcp [2/5]</title><link>https://github.com/PyModel/typesafe-mcp</link><guid isPermaLink="false">https://github.com/PyModel/typesafe-mcp#typesafe-mcp</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Stdio MCP server wraps the TypeSafe API with automatic 429/529 retries so Claude Code and Codex can call Jev directly. No numbers published.</description></item><item><title>SmartMoney-Cub [2/5]</title><link>https://github.com/myc0576/SmartMoney-Cub</link><guid isPermaLink="false">https://github.com/myc0576/SmartMoney-Cub#smartmoney-cub</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Read-only trading journal harness uses Jev for typed noul/choice/score judgments inside a reproducible finance benchmark; no order execution. No numbers published.</description></item><item><title>jev-use (savka777) [2/5]</title><link>https://github.com/savka777/jev-use</link><guid isPermaLink="false">https://github.com/savka777/jev-use#jev-use-savka777</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Voice-driven macOS computer use: Jev picks the next action from the Accessibility tree, no screenshots. Author claims about 0.3-1.5s per step.</description></item><item><title>Hermes Jev Skills [3/5]</title><link>https://github.com/kerpopule/hermes-jev-skills</link><guid isPermaLink="false">https://github.com/kerpopule/hermes-jev-skills#hermes-jev-skills</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Jev handles model routing, memory compaction, and skill selection for Hermes/Claude Code/Codex agents. Author claims roughly 0.4s per decision.</description></item><item><title>Jev X Sentiment Analysis [2/5]</title><link>https://github.com/brainstormity/Jev-X-Sentiment-Analysis</link><guid isPermaLink="false">https://github.com/brainstormity/Jev-X-Sentiment-Analysis#jev-x-sentiment-analysis</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Crypto decision terminal: Jev issues a buy/sell/hold call from live price data and pre-processed tweet sentiment across up to 1,000 tweets. No numbers published.</description></item><item><title>Jev Recall (samdotmak) [2/5]</title><link>https://github.com/samdotmak/jev-recall</link><guid isPermaLink="false">https://github.com/samdotmak/jev-recall#jev-recall-samdotmak</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Live demo reranks AI-assistant memories with one calibrated yes/no per memory instead of embedding similarity. No numbers published.</description></item><item><title>Pi Jev Guard (zszz3) [2/5]</title><link>https://github.com/zszz3/Pi-Jev-Guide</link><guid isPermaLink="false">https://github.com/zszz3/Pi-Jev-Guide#pi-jev-guard-zszz3</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Pi coding-agent plugin where Jev judges destructive commands, unauthorized exfiltration, and task drift before allowing tool calls. No numbers published.</description></item><item><title>Jev DSH Decision (Devin-AXIS) [2/5]</title><link>https://github.com/Devin-AXIS/jev-dsh-decision</link><guid isPermaLink="false">https://github.com/Devin-AXIS/jev-dsh-decision#jev-dsh-decision-devin-axis</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Plugin for DeepSeek Harness and iPolloWork where Jev picks tools, skills, and task owners and scores output quality. No numbers published.</description></item><item><title>is-malicious (luantak) [2/5]</title><link>https://github.com/luantak/is-malicious</link><guid isPermaLink="false">https://github.com/luantak/is-malicious#is-malicious-luantak</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>CLI scans a codebase&#x27;s source, config, build, and CI files with Jev for hidden or data-stealing behavior before you run it. No numbers published.</description></item><item><title>jev-code (rhighs) [2/5]</title><link>https://github.com/rhighs/jev-code</link><guid isPermaLink="false">https://github.com/rhighs/jev-code#jev-code-rhighs</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>TypeScript coding-agent CLI and SDK where Jev picks one option from a typed router or decision tree; code runs the effects. No numbers published.</description></item><item><title>jev-seo [2/5]</title><link>https://github.com/AkashPriyadarshii/jev-seo</link><guid isPermaLink="false">https://github.com/AkashPriyadarshii/jev-seo#jev-seo</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Free SEO/GEO CLI and MCP server where Jev does semantic intent classification and AI-visibility scoring in place of Semrush/OpenSEO. No numbers published.</description></item><item><title>Transcript Lens [2/5]</title><link>https://github.com/sensahin/transcript-lens</link><guid isPermaLink="false">https://github.com/sensahin/transcript-lens#transcript-lens</guid><pubDate>Sun, 20 Sep 2026 00:00:00 +0000</pubDate><description>Turkish-language YouTube transcript explorer where Jev classifies chapters, claims, opinions, and topic matches without checking factual accuracy. No numbers published.</description></item><item><title>Jev Codex Router [4/5]</title><link>https://github.com/0xNatoshi/jev-codex-router</link><guid isPermaLink="false">https://github.com/0xNatoshi/jev-codex-router#jev-codex-router</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Per-turn model/reasoning routing for Codex, classified by Jev. Author claims ≈60% cost savings vs a full-frontier baseline on a 7-day replay of 237 real turns.</description></item><item><title>Supercov (Supercorp) [3/5]</title><link>https://supercov.com</link><guid isPermaLink="false">https://supercov.com#supercov-supercorp</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Scores source-code quality with Jev inside a coding-agent test/coverage loop. Vendor claims about $0.01 per megabyte of source scored.</description></item><item><title>Prokop [2/5]</title><link>https://prokopai.dev</link><guid isPermaLink="false">https://prokopai.dev#prokop</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Experimental opt-in setting where Jev selects relevant memories and skills for each response in a persistent coding workspace. No numbers published; off by default.</description></item><item><title>Kyotofin tax-doc-classifier [4/5]</title><link>https://github.com/kyotofin/tax-doc-classifier</link><guid isPermaLink="false">https://github.com/kyotofin/tax-doc-classifier#kyotofin-tax-doc-classifier</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Classifies pages across 261 IRS forms in a production tax pipeline. Author claims 100% accuracy, $0.001/page, 34x cheaper, 6x faster than prior LLM.</description></item><item><title>OpenAgents Coder [3/5]</title><link>https://openagents.com</link><guid isPermaLink="false">https://openagents.com#openagents-coder</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Terminal coding agent whose Jev &quot;System One&quot; judges respond/clarify/end and pass/retry/stop each turn before slower generation runs.</description></item><item><title>typesafe-computer-use [3/5]</title><link>https://github.com/awlevin/typesafe-computer-use</link><guid isPermaLink="false">https://github.com/awlevin/typesafe-computer-use#typesafe-computer-use</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Mac computer-use agent: Jev picks the next click from OCR&#x27;d text. Author claims about $0.0002 per step.</description></item><item><title>classifier.dev [3/5]</title><link>https://classifier.dev</link><guid isPermaLink="false">https://classifier.dev#classifier-dev</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Public zero-shot text classification API; Jev is one tier in its live classification and LLM-fallback chain. No numbers published.</description></item><item><title>EZCollegeApp (via jev-browser-use) [3/5]</title><link>https://github.com/wy-coliney/jev-browser-use</link><guid isPermaLink="false">https://github.com/wy-coliney/jev-browser-use#ezcollegeapp-via-jev-browser-use</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Jev drives clicks/navigation while Codex verifies, in production browser workflows. Author claims 5-10x faster browser operations at EZCollegeApp.</description></item><item><title>LangWatch Instant Evals [4/5]</title><link>https://langwatch.ai</link><guid isPermaLink="false">https://langwatch.ai#langwatch-instant-evals</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>On-demand evals over a product&#x27;s whole production trace history. Vendor claims 97% agreement with human labels on 300 support chats and $0.32 per 10k conversations.</description></item><item><title>Near Here [4/5]</title><link>https://nearhere.events</link><guid isPermaLink="false">https://nearhere.events#near-here</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Event-listing validation. Published methodology against Mistral Small 4 and Gemini 3.5 Flash-Lite: claims up to 5.7x faster, 98% cheaper, 12 points more accurate.</description></item><item><title>Swamp (Watson Labs) [4/5]</title><link>https://blog.watson-labs.co.uk/typesafe-ai-alert-fatigue/</link><guid isPermaLink="false">https://blog.watson-labs.co.uk/typesafe-ai-alert-fatigue/#swamp-watson-labs</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Jev screens alerts before routing in a live alert-triage system. Author claims 91% cheaper and 14.8% faster triage.</description></item><item><title>Vercel eve agent triage [4/5]</title><link>https://x.com/danmana/status/2100545412780220877</link><guid isPermaLink="false">https://x.com/danmana/status/2100545412780220877#vercel-eve-agent-triage</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Failure-reason classification over real agent session logs. Author claims 320 sessions, 2M tokens, classified in 14 seconds for $0.08.</description></item><item><title>Pinecone Cultivar [4/5]</title><link>https://github.com/pinecone-io/cultivar</link><guid isPermaLink="false">https://github.com/pinecone-io/cultivar#pinecone-cultivar</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Grades agent skills and docs in Pinecone&#x27;s eval harness. Maintainer claims 18x faster and about 38x cheaper than Claude for the grading step.</description></item><item><title>Fuel [4/5]</title><link>https://x.com/ashleyhindle/status/2100553892639473951</link><guid isPermaLink="false">https://x.com/ashleyhindle/status/2100553892639473951#fuel</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Classifies the first message of a chat to pick the model tier. Author claims 3x faster and 65% cheaper on their benchmark.</description></item><item><title>Maxfusion [4/5]</title><link>https://x.com/vladdubchak_x/status/2100870244004683886</link><guid isPermaLink="false">https://x.com/vladdubchak_x/status/2100870244004683886#maxfusion</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Scores every shot of scraped competitor video ads and rates each ad out of 100. Author claims 450+ ads in under 3 minutes, about 1.5s per shot.</description></item><item><title>AATF AI News Daily [4/5]</title><link>https://news.aatf.ai/</link><guid isPermaLink="false">https://news.aatf.ai/#aatf-ai-news-daily</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Article-relevance gate inside a 50+ agent pipeline. Author claims 69 articles sorted in 0.7s at near-zero cost.</description></item><item><title>glutenornot [3/5]</title><link>https://github.com/amr05008/glutenornot.com</link><guid isPermaLink="false">https://github.com/amr05008/glutenornot.com#glutenornot</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Gluten flagging from labels and menus. Author benchmarked Jev against Opus on 1,000 labels: equal accuracy, $0.03 vs $8.45, 0.17s vs 2.89s median. Production still on Opus at posting.</description></item><item><title>Atisbo [3/5]</title><link>https://www.atisbo.dev/</link><guid isPermaLink="false">https://www.atisbo.dev/#atisbo</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Classifies customer feedback as problem, idea, question or noise in a live feedback-to-roadmap pipeline, dogfooded daily. Head-to-head against their LLM classifier posted without final numbers.</description></item><item><title>RuleRaven [3/5]</title><link>https://github.com/ddalcero/ruleraven</link><guid isPermaLink="false">https://github.com/ddalcero/ruleraven#ruleraven</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Kubernetes incident-triage controller, running on the author&#x27;s company cluster. Jev classifies ambiguous signals beside deterministic rules. No numbers.</description></item><item><title>Slaide [3/5]</title><link>https://getslaide.com/</link><guid isPermaLink="false">https://getslaide.com/#slaide</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Intent gate, scope enforcement and fabrication guard in a live Markdown-presentation product. No numbers.</description></item><item><title>Everyframe Try-on [3/5]</title><link>https://tryon.everyframe.studio/</link><guid isPermaLink="false">https://tryon.everyframe.studio/#everyframe-try-on</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Picks matching pieces to complete an outfit in a live AI try-on app. Author claims about 420ms per styling decision.</description></item><item><title>BlackVeil Security [3/5]</title><link>https://blackveilsecurity.com/</link><guid isPermaLink="false">https://blackveilsecurity.com/#blackveil-security</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Integrated into a DNS and email security scanner with NIST-aligned checks. No numbers.</description></item><item><title>Empryo [3/5]</title><link>https://empryo.com</link><guid isPermaLink="false">https://empryo.com#empryo</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Five decision points in a coding harness, benchmarked against frontier models in a public write-up. Founder calls it a positive experiment.</description></item><item><title>Lectio [3/5]</title><link>https://uselectio.com</link><guid isPermaLink="false">https://uselectio.com#lectio</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Glossary term-sense selection and idiom flagging in a translation pipeline. Speed comparison posted, numbers in the linked test only.</description></item><item><title>Monti tariff triage [3/5]</title><link>https://www.linkedin.com/pulse/testing-ai-tariff-triage-cost-speed-accuracy-matthew-hartman-gqe3c/</link><guid isPermaLink="false">https://www.linkedin.com/pulse/testing-ai-tariff-triage-cost-speed-accuracy-matthew-hartman-gqe3c/#monti-tariff-triage</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Tariff-classification triage on real trade-compliance data. Author reports Jev beat Sonnet on his classification set.</description></item><item><title>Peakflo [3/5]</title><link>https://getpeakflo.com</link><guid isPermaLink="false">https://getpeakflo.com#peakflo</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>General-ledger invoice coding on the fly inside an AP/AR automation product. No numbers.</description></item><item><title>Jev Reviewer [3/5]</title><link>https://jevreviewer.xera.ac</link><guid isPermaLink="false">https://jevreviewer.xera.ac#jev-reviewer</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Browser tool for systematic-review data extraction: Jev locates verbatim-quoted answers with page/paragraph against RoB 2, ROBINS-I, QUADAS-2 or TIDieR templates. No numbers published.</description></item><item><title>duckdb-jev [3/5]</title><link>https://github.com/colliber/duckdb-jev</link><guid isPermaLink="false">https://github.com/colliber/duckdb-jev#duckdb-jev</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>DuckDB extension: jev_choice/jev_score SQL functions call Jev per row, returning a typed SQL column instead of generated text. No numbers published.</description></item><item><title>oxlint-plugin-jev [3/5]</title><link>https://github.com/wobsoriano/oxlint-plugin-jev</link><guid isPermaLink="false">https://github.com/wobsoriano/oxlint-plugin-jev#oxlint-plugin-jev</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>Oxlint plugin sends each matched function, call or JSX element to Jev as a yes/no question and flags matches over a configurable cutoff. No numbers.</description></item><item><title>JevLint [3/5]</title><link>https://jevlint.com</link><guid isPermaLink="false">https://jevlint.com#jevlint</guid><pubDate>Sat, 19 Sep 2026 00:00:00 +0000</pubDate><description>npm CLI that sends source files to Jev for semantic rule checks, reporting a per-file violation probability against an 80% default threshold. No numbers.</description></item></channel></rss>
