<?xml version="1.0" encoding="utf-8"?>
<feed xmlns="http://www.w3.org/2005/Atom">
  <title>Awesome Jev</title>
  <link href="https://awesomejev.vercel.app/"/>
  <link rel="self" href="https://awesomejev.vercel.app/feed.xml"/>
  <id>https://awesomejev.vercel.app/</id>
  <updated>2026-09-20T00:00:00Z</updated>
  <entry>
    <title>jev-web-analyzer</title>
    <link href="https://awesomejev.vercel.app/p/jev-web-analyzer/"/>
    <id>https://github.com/replynodes/jev-web-analyzer</id>
    <updated>2026-09-20T00:00:00Z</updated>
    <category term="Playgrounds and demos"/>
    <summary>Turns a SaaS landing page into Markdown and asks Jev ten bounded Choice questions about what a first-time visitor understands, shown as a founder teardown.</summary>
  </entry>
  <entry>
    <title>openpoke-meets-jev</title>
    <link href="https://awesomejev.vercel.app/p/openpoke-meets-jev/"/>
    <id>https://github.com/0xShin0221/openpoke-meets-jev</id>
    <updated>2026-09-20T00:00:00Z</updated>
    <category term="Applications and extensions"/>
    <summary>OpenPoke fork that moves email screening, a tool-call guardrail, and search reranking onto Jev, with an A/B against the Sonnet call it replaced and an adversarial run on the injection gate.</summary>
  </entry>
  <entry>
    <title>jev-folio-recursive-classifier</title>
    <link href="https://awesomejev.vercel.app/p/jev-folio-recursive-classifier/"/>
    <id>https://github.com/mttrbrts/jev-folio-recursive-classifier</id>
    <updated>2026-09-20T00:00:00Z</updated>
    <category term="Search, reranking and RAG"/>
    <summary>Classifies OCR'd legal agreements through the FOLIO Document Types ontology with recursive Jev Choices, beam search, confidence-gated leaf stopping, and context-length benchmarking.</summary>
  </entry>
  <entry>
    <title>PlayJev</title>
    <link href="https://awesomejev.vercel.app/p/playjev/"/>
    <id>https://github.com/OmniJev/PlayJev</id>
    <updated>2026-09-20T00:00:00Z</updated>
    <category term="Open models and replicas"/>
    <summary>Plays ten browser games from the frame alone on a fine-tuned Qwen3.5-0.8B, one forward pass per move, open weights and a browser demo.</summary>
  </entry>
  <entry>
    <title>hermes-jev-approvals</title>
    <link href="https://awesomejev.vercel.app/p/hermes-jev-approvals/"/>
    <id>https://github.com/anpicasso/hermes-jev-approvals</id>
    <updated>2026-09-20T00:00:00Z</updated>
    <category term="Coding agents"/>
    <summary>Approves, denies, or escalates flagged shell commands before they run; vendor-reported speedups.</summary>
  </entry>
  <entry>
    <title>hermes-jev-plugin</title>
    <link href="https://awesomejev.vercel.app/p/hermes-jev-plugin/"/>
    <id>https://github.com/ajensenwaud/hermes-jev-plugin</id>
    <updated>2026-09-20T00:00:00Z</updated>
    <category term="Coding agents"/>
    <summary>Four Hermes tools for atomic checks, routing, and rubric scoring; listed in the Hermes plugin catalog.</summary>
  </entry>
  <entry>
    <title>pi-mcp-adapter</title>
    <link href="https://awesomejev.vercel.app/p/pi-mcp-adapter/"/>
    <id>https://github.com/nicobailon/pi-mcp-adapter</id>
    <updated>2026-09-20T00:00:00Z</updated>
    <category term="Coding agents"/>
    <summary>Opt-in typed evaluation and semantic search over MCP tool results, behind a per-server data-egress allowlist.</summary>
  </entry>
  <entry>
    <title>pi-jev-sentinel</title>
    <link href="https://awesomejev.vercel.app/p/pi-jev-sentinel/"/>
    <id>https://github.com/harshwasan/pi-jev-sentinel</id>
    <updated>2026-09-20T00:00:00Z</updated>
    <category term="Coding agents"/>
    <summary>Checks Pi tool calls, tool outputs, and replies for risky actions and prompt injection, with user approvals, context re-checks, secret scrubbing, and optional task pinning.</summary>
  </entry>
  <entry>
    <title>Open-sourced Jev architecture last year</title>
    <link href="https://awesomejev.vercel.app/p/open-sourced-jev-architecture-last-year/"/>
    <id>https://news.ycombinator.com/item?id=49736660</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Articles and talks"/>
    <summary>A prior-art claim for non-autoregressive typed decisions, and the counter that zero-shot generality is the actual difference.</summary>
  </entry>
  <entry>
    <title>OpenJev on Hacker News</title>
    <link href="https://awesomejev.vercel.app/p/openjev-on-hacker-news/"/>
    <id>https://news.ycombinator.com/item?id=49752041</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Articles and talks"/>
    <summary>Whether reading logits directly is new at all, argued at length.</summary>
  </entry>
  <entry>
    <title>Jev's Architecture Unmasked</title>
    <link href="https://awesomejev.vercel.app/p/jev-s-architecture-unmasked/"/>
    <id>https://archerhume.com/posts/jevs-architecture-unmasked/</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Articles and talks"/>
    <summary>A 10,000-call probe that reconstructs a shared-state, parallel-branch architecture; kev above is built from it.</summary>
  </entry>
  <entry>
    <title>Jev, three days in</title>
    <link href="https://awesomejev.vercel.app/p/jev-three-days-in/"/>
    <id>https://aiwithmike.substack.com/p/jev-three-days-in-what-is-known-what</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Articles and talks"/>
    <summary>What is known, what is guessed, and what it is good for, with the independent numbers pulled together.</summary>
  </entry>
  <entry>
    <title>TypeSafe Jev vs Claude Code: 4 models, 2 real jobs</title>
    <link href="https://awesomejev.vercel.app/p/typesafe-jev-vs-claude-code-4-models-2-real-jobs/"/>
    <id>https://primeline.cc/blog/typesafe-jev-pre-registered-test</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Articles and talks"/>
    <summary>Pre-registered test of about 9,750 calls: calibration error by question type, Jev ahead on commit classification and behind on knowledge-base filing, abstention closing the gap.</summary>
  </entry>
  <entry>
    <title>Forkast</title>
    <link href="https://awesomejev.vercel.app/p/forkast/"/>
    <id>https://forkast.news/typesafe-ais-jev-is-not-an-llm-and-that-may-be-the-point/</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Articles and talks"/>
    <summary>The business angle, with the reported valuation and Every's speed and cost numbers.</summary>
  </entry>
  <entry>
    <title>TechCrunch</title>
    <link href="https://awesomejev.vercel.app/p/techcrunch/"/>
    <id>https://techcrunch.com/2026/09/18/a-new-kind-of-ai-model-from-a-chatgpt-inventor-is-thrilling-developers/</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Articles and talks"/>
    <summary>Two days in: demand briefly took the API down, and Almeida on not wanting to be a frontier lab.</summary>
  </entry>
  <entry>
    <title>typesafe-sdk-php</title>
    <link href="https://awesomejev.vercel.app/p/typesafe-sdk-php/"/>
    <id>https://github.com/Butochnikov/typesafe-sdk-php</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Community clients"/>
    <summary>PHP client with sync calls, Guzzle promises, and PSR-3 logging.</summary>
  </entry>
  <entry>
    <title>swift-typesafe</title>
    <link href="https://awesomejev.vercel.app/p/swift-typesafe/"/>
    <id>https://github.com/ainame/swift-typesafe</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Community clients"/>
    <summary>Swift 6.4 SDK following the Python SDK's API, on Apple platforms and Linux.</summary>
  </entry>
  <entry>
    <title>typesafe-sdk-go by Tangerg</title>
    <link href="https://awesomejev.vercel.app/p/typesafe-sdk-go/"/>
    <id>https://github.com/Tangerg/typesafe-sdk-go</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Community clients"/>
    <summary>Go SDK with no third-party dependencies.</summary>
  </entry>
  <entry>
    <title>typesafeai-dotnet-sdk</title>
    <link href="https://awesomejev.vercel.app/p/typesafeai-dotnet-sdk/"/>
    <id>https://github.com/saibimajdi/typesafeai-dotnet-sdk</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Community clients"/>
    <summary>Community .NET SDK with typed Noul, Choice, and Score questions.</summary>
  </entry>
  <entry>
    <title>zod-jev</title>
    <link href="https://awesomejev.vercel.app/p/zod-jev/"/>
    <id>https://github.com/jomatsu/zod-jev</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Community clients"/>
    <summary>Zod 4 schemas with semantic rules: shape checks stay in Zod, meaning checks go to Jev in one request and come back as Zod issues.</summary>
  </entry>
  <entry>
    <title>ruby_decision_model</title>
    <link href="https://awesomejev.vercel.app/p/ruby-decision-model/"/>
    <id>https://github.com/obie/ruby_decision_model</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Community clients"/>
    <summary>Ruby client for decision models with OpenRouter and TypeSafe providers behind one interface, stdlib only.</summary>
  </entry>
  <entry>
    <title>jevctl</title>
    <link href="https://awesomejev.vercel.app/p/jev-cli-nasrallah-al/"/>
    <id>https://github.com/Nasrallah-AL/jev-cli</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Command line"/>
    <summary>npm CLI with the key in the OS keychain; typed judgments from the shell.</summary>
  </entry>
  <entry>
    <title>Jev System One</title>
    <link href="https://awesomejev.vercel.app/p/jev-system-one/"/>
    <id>https://github.com/haseeb-heaven/jev-system-one</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Playgrounds and demos"/>
    <summary>Terminal interface where OpenAI answers and Jev separately scores relevance, reliability, and quality.</summary>
  </entry>
  <entry>
    <title>typesafe-playground by TypeSafeAI</title>
    <link href="https://awesomejev.vercel.app/p/typesafe-playground-typesafeai/"/>
    <id>https://github.com/TypeSafeAI/typesafe-playground</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Playgrounds and demos"/>
    <summary>110 use cases, games, and model challenges with editable prompts and A/B comparisons; a community org, not the vendor, formerly under BunsDev.</summary>
  </entry>
  <entry>
    <title>jev-playground by hegargarcia</title>
    <link href="https://awesomejev.vercel.app/p/jev-playground-hegargarcia/"/>
    <id>https://github.com/hegargarcia/jev-playground</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Benchmarks, evals and calibration"/>
    <summary>Jev against other models in games with explicit states, legal actions, and a measurable outcome.</summary>
  </entry>
  <entry>
    <title>jev-research-eval</title>
    <link href="https://awesomejev.vercel.app/p/jev-research-eval/"/>
    <id>https://github.com/jgridifier/jev-research-eval</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Benchmarks, evals and calibration"/>
    <summary>Reproducible harness over a pinned jev-ultrafast commit, with baseline and stress suites.</summary>
  </entry>
  <entry>
    <title>jev-benchmark by themsquared</title>
    <link href="https://awesomejev.vercel.app/p/jev-benchmark-themsquared/"/>
    <id>https://github.com/themsquared/jev-benchmark</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Benchmarks, evals and calibration"/>
    <summary>Tool-call risk classification with the run-to-run variance reported; every wrong answer came with hedged confidence.</summary>
  </entry>
  <entry>
    <title>jev-eval by 4esv</title>
    <link href="https://awesomejev.vercel.app/p/jev-eval/"/>
    <id>https://github.com/4esv/jev-eval</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Benchmarks, evals and calibration"/>
    <summary>Jev against GPT-5.6 Terra on three labeled tasks: equal on the easy ones, 6.7 points lower on 77-way routing, 5 times faster, 41 to 50 times cheaper.</summary>
  </entry>
  <entry>
    <title>cultivar</title>
    <link href="https://awesomejev.vercel.app/p/cultivar/"/>
    <id>https://github.com/pinecone-io/cultivar</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Benchmarks, evals and calibration"/>
    <summary>Pinecone's skill-testing CLI, with a Jev grading backend it reports at about 30 times cheaper than the LLM grader.</summary>
  </entry>
  <entry>
    <title>jev-orderby-bench</title>
    <link href="https://awesomejev.vercel.app/p/jev-orderby-bench/"/>
    <id>https://github.com/yodablocks/jev-orderby-bench</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Benchmarks, evals and calibration"/>
    <summary>Measures whether ORDER BY over a Jev probability is defensible: pairwise inversion, Score ordinality against a human grade, calibration, and wording invariants under a pre-registered gate; passes on 20 Newsgroups topics, fails four of six conditions on Amazon ESCI product relevance, and shows that a 40-row batched state through a DuckDB extension fails the ranking gate one row per request passes.</summary>
  </entry>
  <entry>
    <title>jev-trade</title>
    <link href="https://awesomejev.vercel.app/p/jev-trade/"/>
    <id>https://github.com/aowang-ai/jev-trade</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Finance and trading"/>
    <summary>Live Jev trader on Hyperliquid.</summary>
  </entry>
  <entry>
    <title>jev-plays-pokemon-red</title>
    <link href="https://awesomejev.vercel.app/p/jev-plays-pokemon-red/"/>
    <id>https://github.com/valentynkit/jev-plays-pokemon-red</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Games, robotics and simulation"/>
    <summary>Pokemon Red on PyBoy: code owns the route and the arithmetic, Jev picks only at branches, and every battle turn logs a faint prediction scored by Brier against what the RAM says.</summary>
  </entry>
  <entry>
    <title>live-jev</title>
    <link href="https://awesomejev.vercel.app/p/live-jev/"/>
    <id>https://github.com/vinilana/live-jev</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Games, robotics and simulation"/>
    <summary>Top-down car in the browser sending four typed questions every 200 ms, with confidence-gated overrides in code.</summary>
  </entry>
  <entry>
    <title>JevPilot</title>
    <link href="https://awesomejev.vercel.app/p/jevpilot/"/>
    <id>https://github.com/standardagents/jevpilot</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Games, robotics and simulation"/>
    <summary>Three.js driving simulator where Jev picks steering and speed from sampled paths up to four times a second; [drive it](https://jevpilot.standardagents.ai).</summary>
  </entry>
  <entry>
    <title>jev-skip</title>
    <link href="https://awesomejev.vercel.app/p/jev-skip/"/>
    <id>https://github.com/valentynkit/jev-skip</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Applications and extensions"/>
    <summary>Browser extension that reads the caption track and paints a per-segment sponsor probability on the seek bar before the intro ends, no crowd database; reports 77 percent of SponsorBlock's sponsor seconds caught over 23 videos at $0.0008 a video.</summary>
  </entry>
  <entry>
    <title>jev.nvim</title>
    <link href="https://awesomejev.vercel.app/p/jev-nvim/"/>
    <id>https://github.com/valentynkit/jev.nvim</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Applications and extensions"/>
    <summary>Neovim plugin: ask the buffer a plain-language question, Treesitter splits it into functions, Jev scores each one, and the answers land in quickfix ranked by probability.</summary>
  </entry>
  <entry>
    <title>jev-seo</title>
    <link href="https://awesomejev.vercel.app/p/jev-seo/"/>
    <id>https://github.com/AkashPriyadarshii/jev-seo</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Applications and extensions"/>
    <summary>Rust CLI and MCP server for SEO and GEO checks over DuckDuckGo results, scored by Jev.</summary>
  </entry>
  <entry>
    <title>Sponsor Skip</title>
    <link href="https://awesomejev.vercel.app/p/youtube-sponsor-detection/"/>
    <id>https://github.com/trungdq88/youtube-sponsor-detection</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Applications and extensions"/>
    <summary>Chrome extension that finds sponsor reads from the transcript or live audio and jumps past them; code owns every timestamp, under a cent an hour in transcript mode.</summary>
  </entry>
  <entry>
    <title>jev-got</title>
    <link href="https://awesomejev.vercel.app/p/jev-got/"/>
    <id>https://github.com/phureewat29/jev-got</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Applications and extensions"/>
    <summary>Game of Thrones roleplay where a story model writes each scene and Jev answers five typed questions that drive the header, soundtrack, art, and next prompt.</summary>
  </entry>
  <entry>
    <title>tripwire</title>
    <link href="https://awesomejev.vercel.app/p/tripwire/"/>
    <id>https://github.com/noelzappy/tripwire</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Safety, moderation and verification"/>
    <summary>AI SDK middleware and proxy that runs seven Jev checks on every LLM response before the user sees it; no accuracy numbers yet, and it says so.</summary>
  </entry>
  <entry>
    <title>is-malicious</title>
    <link href="https://awesomejev.vercel.app/p/is-malicious/"/>
    <id>https://github.com/luantak/is-malicious</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Safety, moderation and verification"/>
    <summary>Scans a codebase for hidden or data-stealing behavior before you run it; a clean report is not proof, and it says so.</summary>
  </entry>
  <entry>
    <title>invalidate</title>
    <link href="https://awesomejev.vercel.app/p/invalidate/"/>
    <id>https://github.com/chopratejas/invalidate</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Data and ops"/>
    <summary>Gives every stored agent memory a lease and asks Jev whether new evidence ends it; [live demo](https://invalidate-playground.vercel.app).</summary>
  </entry>
  <entry>
    <title>duckdb-jev</title>
    <link href="https://awesomejev.vercel.app/p/duckdb-jev/"/>
    <id>https://github.com/colliber/duckdb-jev</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Data and ops"/>
    <summary>DuckDB extension that asks a question of every row and returns a real SQL type.</summary>
  </entry>
  <entry>
    <title>jevql</title>
    <link href="https://awesomejev.vercel.app/p/jevql/"/>
    <id>https://github.com/kylemclaren/jevql</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Data and ops"/>
    <summary>Semantic SQL for PostgreSQL, with Jev answering the predicates.</summary>
  </entry>
  <entry>
    <title>tax-doc-classifier</title>
    <link href="https://awesomejev.vercel.app/p/tax-doc-classifier/"/>
    <id>https://github.com/kyotofin/tax-doc-classifier</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Data and ops"/>
    <summary>One request per page picks among 261 IRS forms and seven page kinds; reports 100 percent on its corpus at $0.001 a page, 34 times cheaper than the LLM pipeline it replaced.</summary>
  </entry>
  <entry>
    <title>jev-scout</title>
    <link href="https://awesomejev.vercel.app/p/jev-scout/"/>
    <id>https://github.com/AkashPriyadarshii/jev-scout</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Search, reranking and RAG"/>
    <summary>Rust CLI and MCP server that finds real, maintained repos and crates for a plain-language request, with Jev scoring the candidates.</summary>
  </entry>
  <entry>
    <title>jev-sift</title>
    <link href="https://awesomejev.vercel.app/p/jev-sift/"/>
    <id>https://github.com/kbhuw/jev-sift</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Search, reranking and RAG"/>
    <summary>MCP tool that scores a batch of files, URLs, or snippets for relevance so the agent opens only what matters.</summary>
  </entry>
  <entry>
    <title>jev-gateway</title>
    <link href="https://awesomejev.vercel.app/p/jev-gateway/"/>
    <id>https://github.com/vinilana/jev-gateway</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Routing and gateways"/>
    <summary>Local gateway for Codex and Claude Code that sends the "which tool next" decision to Jev and everything else to your usual model.</summary>
  </entry>
  <entry>
    <title>JevRouter</title>
    <link href="https://awesomejev.vercel.app/p/jevrouter/"/>
    <id>https://github.com/BillionsBobby/JevRouter</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Routing and gateways"/>
    <summary>Models, subagents, skills, MCP tools, and CLIs as one candidate set; Jev picks, the router enforces permissions and risk; reports 44 percent first-five tool-call hits against 24 for DeepSeek on Toolathlon.</summary>
  </entry>
  <entry>
    <title>jev-commit</title>
    <link href="https://awesomejev.vercel.app/p/jev-commit/"/>
    <id>https://github.com/valentynkit/jev-commit</id>
    <updated>2026-09-19T00:00:00Z</updated>
    <category term="Code review and quality"/>
    <summary>Pre-commit hook: one Jev call judges whether the commit message matches the staged diff, plus debug leftovers, unmentioned work, and a credential belt; warns except on a secret, which it blocks.</summary>
  </entry>
</feed>
