Jev for Media & Entertainment
56 curated Jev resources. Media, publishing, audio, and video.
By format
- Repos & sites21
- Videos28
- Posts2
- Articles2
- Playgrounds3
All 56 Jev resources for Media & Entertainment
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Showing 1–48 of 56 resources
A contextual brand-suitability scorer that judges each feed item against an advertiser's own versioned policy, returning a category, an exclusion flag, and a confidence for routing borderline items to review.
Jev Integrations & Adapters#community#typescript#advertising
Community
A localization pre-review gate that pairs source and target strings and judges meaning, terminology, tone, and placeholders as separate questions, so one failing dimension blocks a release without blending scores.
Jev Tools & CLIs#community#python#localization
Community
A podcast chaptering tool that labels transcript windows and marks boundaries as separate local judgments, classifying content, sponsor, and housekeeping segments without generating prose for the titles.
Jev Tools & CLIs#community#python#media
Community
2GitHub stars
A ComfyUI node pack that branches a generation workflow on a plain-English question such as whether an image is too graphic for kids, running locally on Laya by default or Jev on a dropdown switch.
Jev Integrations & Adapters#community#comfyui#python
Community
dante01yoon/ComfyUI-SystemOnePython
dante01yoon/ComfyUI-SystemOnePythonA multimodal decision model on Workers AI that takes text, images, audio, or video in one request and returns schema-constrained probabilities, built on a 30B mixture-of-experts backbone with about 3B parameters active.
Jev Models & Reimplementations#community#cloudflare#multimodal
Community
Liquid AI's first decision model, a hosted API that adds image input to the Choice, Score, and Noul shape. Liquid reports it matching or beating GPT-6.1 Sol on four of six tested applications at 19x to 200x lower cost.
Jev Models & Reimplementations#community#decision-model#multimodal
Community
0GitHub stars
Chrome extension that adds user-defined topic and expression labels to Weibo, Threads and X posts. It uses Jev Noul judgments against per-platform dictionaries, up to 60 labels per platform, and sends post text and label rules directly to TypeSafe under your own API key.
Jev Integrations & Adapters#community#chrome-extension#social-media
Community
SkywalkerDarren/feed-lensJavaScript
SkywalkerDarren/feed-lensJavaScript88.2kGitHub stars
Real-time geopolitical intelligence dashboard that uses TypeSafe Jev questions to score news headline severity into five threat levels and categorize events across 14 conflict, cyber and infrastructure domains, alongside news aggregation and a Country Instability Index.
Jev Integrations & Adapters#community#osint#geopolitics
Community
koala73/worldmonitorTypeScript
koala73/worldmonitorTypeScript3GitHub stars
A bring-your-own-key Chrome extension that asks Jev one slop/not_slop Choice per X or LinkedIn post as it scrolls into view, then blurs and stamps anything at or above a configurable threshold. Scrolling never blocks, and each post is scored once from a local cache.
Jev Tools & CLIs#community#chrome-extension#moderation
Community
davertor/jev-slop-guardJavaScript
davertor/jev-slop-guardJavaScript1GitHub stars
A lightweight Chrome extension that scores selected webpage text for how strongly it resembles AI-generated writing, using Jev inline in the browser after a right-click or Cmd/Ctrl+Shift+Y. It aims to give readers an uncertainty-aware signal without interrupting reading.
Jev Tools & CLIs#community#chrome-extension#ai-detection
0GitHub stars
A browser extension plus Cloudflare Worker that scores search results before you click: Jev answers six questions per page (relevance, depth, SEO filler, sales page, page type, key passage) and code combines them into a 0-100 badge that re-ranks Google, Bing, DuckDuckGo and 104.com.tw.
Jev Tools & CLIs#community#browser-extension#search
Community
ianTPE/linkscoutJavaScript
ianTPE/linkscoutJavaScript0GitHub stars
Custom ComfyUI node that routes a prompt to one of three workflow templates using a Jev decision instead of a keyword match. Supports noul, choice (up to 255 options) and score (2-10 levels) questions with parallel evaluation, exponential-backoff retries and full probability distributions as node outputs.
Jev Integrations & Adapters#community#comfyui#image-generation
2GitHub stars
MIT-licensed Chrome extension that asks Jev whether the page, video or post you are on serves your written goals -- a category Choice, a goals Noul and a 0-4 waste-of-time Score -- then blocks or blurs in code, tightening thresholds at 2, 10 and 20 minutes of engaged time.
Jev Integrations & Adapters#community#chrome-extension#digital-wellbeing
Community
plusminushalf/rot-guardJavaScript
plusminushalf/rot-guardJavaScript1GitHub stars
Interactive media artwork where one post meets 100 fictional observers: for each observer the app asks Jev one Choice plus four Score questions (500 questions total), animates the eyes in Three.js and later exposes the full distribution of reactions in a post-analytics view.
Jev Demos & Experiments#community#interactive-art#threejs
Community
mintannn/THE-HUNDRED-EYESTypeScript
mintannn/THE-HUNDRED-EYESTypeScript6GitHub stars
Chinese-language research project for multimodal social-risk moderation: a local Qwen3-VL-32B with language-side LoRA emits structured evidence JSON, and a fixed Jev policy turns that evidence into risk bands, with frozen test leaderboards and pure-Jev ablations.
Jev Benchmarks & Evaluations#community#moderation#multimodal
1GitHub stars
Grounded information extraction library: deterministic code proposes candidate spans with exact offsets and Jev answers one Choice per span plus sentence-level Nouls, so every extraction is a substring of the source. Ships a bilingual benchmark and paper.
Jev Tools & CLIs#community#information-extraction#nlp
Community
gabazureus/jevextractPython
gabazureus/jevextractPython17GitHub stars
Jev-compatible decision models with vision input: LoRA fine-tunes of Qwen3.5 at 4B and 9B serving Choice, Score and Noul on the /v1/systemone wire format, with screenshots and photos placed beside text in the state. Runs on your own NVIDIA GPU; weights are non-commercial.
Jev Models & Reimplementations#community#vision#open-weights
Community
Xiaooolong/vevPython
Xiaooolong/vevPythonNeural Breakdown with AVB livestreams against the TypeSafe Jev API, walking parallel constrained decoding and System One call shapes in code.
Jev Media & TalksVideo#community#video#tutorial
Community
A Wikipedia race you play against Jev. From the same start article, each hop is one Choice over that page's outbound links.
Jev Demos & ExperimentsPlayground#community#games#playground
Community
Joe Maddalone on using Jev for routing and filtering before a generative model, with demo code in a transcript-analyzer repo.
Jev Media & TalksVideo#community#video#routing
Community
A link-and-discussion site run by Tom Nick. Every post, comment, and username is classified by the TypeSafe Jev API before it can be published.
Jev Demos & ExperimentsPlayground#community#moderation#playground
Community
Tom Nick's write-up before jevdit.com: irony detection on 100 German soccer tweets, with Jev 1.13.0 next to Opus, Astra, and Laya.
Jev Guides & ArticlesArticle#community#article#moderation
Community
A no-login page that scores pasted prose sentence by sentence with Jev, using a 0–4 style rubric, and highlights only the sentences that cross its threshold.
Jev Demos & ExperimentsPlayground#community#playground#moderation
Community
The Hacker News thread for the Am I the Asshole comparison, including a moderator note about generated text.
Jev Guides & ArticlesPost#community#evaluation
Community
Tom Nick's Show HN for a discussion site where Jev moderates every post, with a link to the irony-detection write-up.
Jev Guides & ArticlesPost#community#moderation
Community
A video walkthrough of the control-system pattern: a request becomes structured state, Jev returns typed decisions, and code keeps the expensive model out of every loop.
Jev Practices & PatternsVideo#community#x#video
Community
A video comparison of local Laya against cloud Jev on a Tetris agent, where the open-weights model made decisions 11 times faster on a 16 GB MacBook Air.
Jev Practices & PatternsVideo#community#x#video
Community
Cole Medin's week of hands-on testing, covering where Jev gates replace regex or slow LLM calls, plus demos that play his indie game and triage every open pull request.
Jev Media & TalksVideo#community#video#tutorial
Community
A Krish Naik explainer on whether Jev replaces LLMs and where decision models fit next to generative models.
Jev Media & TalksVideo#community#video#explainer
Community
Scott Chacon runs hosted Jev against two local decision models, laya and kev, in a Tetris match and a GitHub Settings filter, with a public test repo.
Jev Practices & PatternsVideo#community#video#open-models
Community
A walkthrough of what Jev and Laya are and the prior-art controversy, including Laya's claim to have been built over a year earlier.
Jev Media & TalksVideo#community#video#open-models
Community
A skeptical computer-use test of Jev with a public test repository, from Builder.io's Steve.
Jev Practices & PatternsVideo#community#video#computer-use
Community
codebasics explains why a non-generative model matters and walks through hands-on code, including the caveat that Jev cannot write text or code.
Jev Media & TalksVideo#community#video#tutorial
Community
A chaptered walkthrough with a Python demo repo covering Noul, Choice, and Score, parallel multi-question calls, and an autonomous triage loop.
Jev CookbooksVideo#community#video#python
Community
A local-inference walkthrough that compares Kev, SemIf, Von, and OpenJev on consumer hardware, including Brier scores and a fake-probabilities warning.
Jev Practices & PatternsVideo#community#video#open-models
Community
A two-hour recorded run of 50 financial workflows with saved outputs, baselines, and failures, from ledger integrity to AML triage and sanctions matching.
Jev CookbooksVideo#community#video#finance
Community
A head-to-head benchmark that prices 200 products from descriptions with Jev against GPT-5.6 Luna and GPT-4.1-Nano.
Jev Practices & PatternsVideo#community#video#benchmarks
Community
7GitHub stars
Chrome and Firefox extension that reads a YouTube video's caption track and asks Jev for a sponsor probability per 30-second segment, painting the seek bar before the intro ends. It reports catching 77% of SponsorBlock's sponsor seconds across 23 videos at $0.0008 per video.
Jev Tools & CLIs#community#typescript#chrome-extension
Community
valentynkit/jev-skipTypeScript
valentynkit/jev-skipTypeScript111GitHub stars
A Chrome extension and small web app that skips YouTube sponsor reads: Jev names transcript lines or answers yes/no about what it heard, and code owns every timestamp that gets cut.
Jev Tools & CLIs#community#javascript#chrome-extension
A use-case directory of 473 Jev builds, 107 guides, and 8 use cases where each entry links to its source and shows the cost and speed its author reported, with category filters and free tools.
Jev Guides & ArticlesArticle#community#directory#use-cases
Community
529GitHub stars
A web-search app where Jev picks sources, time ranges, and query terms, then ranks results from a dozen engines through Search1API, returning links and relevance scores instead of generated answers.
Jev Tools & CLIs#community#typescript#search
Community
superagents-lab/jev-searchTypeScript
superagents-lab/jev-searchTypeScript107GitHub stars
Render a live Jev meter over any video: Whisper transcribes, every sentence is scored, and ffmpeg exports a 16:9 edit with flags and a scoreboard. Presets cover debates, calls, and pitches.
Jev Tools & CLIs#community#python#video
Community
ChetasLua/jevmeterPython
ChetasLua/jevmeterPythonDiogo Almeida's launch thread: after co-inventing ChatGPT, he spent two years on RLCD and Jev, a System One model he pitches as 20-200x faster and 40-400x cheaper for typed decisions.
Jev Media & TalksVideo#community#x#video
Community
A video demo of a bot that asks Jev to decide buy or sell from a live price feed, then places real orders on Kuru's on-chain order book on Monad every 300ms block.
Jev CookbooksVideo#community#x#video
Community
vogel ran Jev over 1,500 of his own emails to test classification quality and posted the results as a video, calling it the most impressive model he has tried for the task.
Jev CookbooksVideo#community#x#video
Community
Kyle Jeong's demo of browser use with Jev and Stagehand: the accessibility tree is the state, actions are the questions, and one remote-browser task cost $0.001 at near-instant speed.
Jev CookbooksVideo#community#x#video
Community
Tamara's demo of fast-jev-compaction for Claude Code: instead of summarizing context, Jev scores every tool call and drops the irrelevant ones, with a video of it running.
Jev Tools & CLIsVideo#community#x#video
Community
OpenRouter's beta announcement for Jev: state plus typed questions returns typed decisions with probabilities, so there is no JSON prompting, parsing layer, or output validation.
Jev Tools & CLIsVideo#community#x#video
Community
Start here with Jev
Featured entries for media & entertainment.
A use-case directory of 473 Jev builds, 107 guides, and 8 use cases where each entry links to its source and shows the cost and speed its author reported, with category filters and free tools.
Jev Guides & ArticlesArticle#community#directory#use-cases
Community
Related industries
Industries that overlap with Media & Entertainment.
Jev articles
Original guides that go deeper on Jev media & entertainment.
Jev takes text only; Clef-omni adds image, audio, and video input and Liquid d1 adds images, each keeping the same typed-answer shape. Where that matters, where it does not, and the costs the vendors underplay.
Jev Models & Reimplementations#multimodal#open-models#decision-model
Read article
The first ten days produced three receptions that rarely meet: a Product Hunt launch, a 620-point Hacker News thread, and a r/LocalLLaMA that doubted the framing. Reading them together.
Jev Guides & Articles#launch#community#reception
Read article
One model in September, a dozen by October. Clef, Liquid d1, Perplexity, and OpenAI all ship the same typed-answer shape now. How to read the rival benchmarks and pick on your own task.
Jev Models & Reimplementations#decision-model#benchmarks#pricing
Read article
Watch: Jev in action
Video walkthroughs and demos from the community.
YouTube: Ray Amjad puts Jev inside an agentic coding loop and looks at what it costs to run.
YouTube: David Ondrej explains the architecture behind Jev and how to build a business on it.
YouTube: Maximilian Schwarzmüller on the new kind of model that beats LLMs in the areas it was built for.
Discussions about Jev
Threads from Reddit and Hacker News about building with Jev.
Hacker News: Pointer to a DiffusionGemma plus vLLM tutorial for a Jev-shaped classifier.
1 pointHow to build a Jev-style classifier with DiffusionGemma and vLLMRead the thread on Hacker NewsHacker News: SafeDep Gryph plus Jev checks for compromised coding-agent behavior.
2 pointsDetecting Compromised AI Coding Agents with Jev and GryphRead the thread on Hacker NewsHacker News: Thread on Selmar's Jev code-review calibration notes and ordering.py comparisons.
Lectem2 pointsCalibrating Jev as a Code ReviewerRead the thread on Hacker NewsHacker News: Qualitative researchers classifying participant free text with Jev at negligible cost.
effisfor13 pointsI was impressed by Jev, please explain why I shouldn't beRead the thread on Hacker NewsFrom the Jev community
Posts from builders shipping with Jev right now.