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Carles Núñez Tomeo@carlesnunez𝕏
🔮 He construido una predicción de clic en tiempo real sobre el DOM usando JEV que parece una bola de cristal. Funciona con jev-latest para predecir el siguiente elemento clicable y la intención del usuario en 345 ms por consulta, resaltando los candidatos en pantalla. Es extremadamente barato de usar y ayuda a anticipar la intención del usuario con un 83% de acierto en las pruebas. Usos que se me
1579X posts·Agents & browserstime345 ms por consultaOriginal source ↗
elvis@omarsar0𝕏
One of the craziest use cases I’ve found for Jev: verifiers. I am so excited about this that I at least wanted to share the high-level idea. I used Jev to build a custom verifier for the /goal feature in my agent harness. It checks whether the goal is actually complete after every turn, making continuous verification cheap enough to scale. This means I can run more of these verifiers (previously h
1578X posts·Agents & browsersOriginal source ↗
tamas@darvasch𝕏
A local web app for trying [TypeSafe AI](https://t.co/0815ne6QSD) decisions. Build a request with one shared state and several independent questions, run it with your own API key, and inspect the typed answers. The app also includes an arcade where Jev pilots a space shooter from a text radar feed. GH: https://t.co/CsIGhnNnR7
1577X posts·Tools & appsOriginal source ↗
再水和@saisuiwa𝕏
Jevで遊んでたら一晩でここまで来た。 ・話した言葉 → Jevが144種類から「形」を選ぶ ・雰囲気から「質感」も選ぶ(悲しい→雨、興奮→炎、説明→タイル) ・確率が割れたら粒子も割合どおりに分裂 LLMだと遅くて無理なやつが、0.3秒で返ってくるから成立してる。 https://t.co/WPF0eU3Lbc #Jev #TypeSafe #ClaudeCode
1576X posts·Games & real timetime0.3秒Original source ↗
Nishaanth Reddy@reddmachine𝕏
I gave four Jev-style decision models the controls to Doom: Jev, Laya, finetuned ModernCE and Qwen3.5. A deterministic Python adapter turns ViZDoom's visible-object labels + HUD into text. Each model picks turn, move or fire. No extra Doom-specific training. Same starting seed, separately recorded games. Each model's actions change its view. The video shows action probabilities, kills and survival
1575X posts·Games & real timeOriginal source ↗
rolo - eu/acc@rolottr𝕏
X Jev Classifier v3, now it can analyze your post using Jev real time, with MEME or NORMIE version included no BS video without source, repo in comments 👇 https://t.co/ZVLvAoEQsw
1574X posts·Tools & appsOriginal source ↗
布留川英一 / Hidekazu Furukawa@npaka123𝕏
Jev にアクションゲームをプレイしてもらった TypeSafe Agent Skill x Astra を使用 プロンプト: Jevを使って、このゲームのプレイヤーをリアルタイムに操作し、安定してゴールできる自動プレイ機能を実装して。Jevの状態表示UIを画面下部に配置して。変更後の敵配置で実際に複数回プレイして、クリアできるまで調整して。
1571X posts·Games & real timeOriginal source ↗
AI Insider@TheAIInsiderN𝕏
I JUST BUILT A JEV-POWERED X VIRAL POST ANALYZER. The results are almost ridiculous: 100,000 viral X posts analyzed. 20.4 seconds. $0.67 total cost. For comparison, Claude Opus 5 analyzed the same corpus under the same time limit. It processed just 214 posts and spent $0.98. That makes Jev approximately: 680× CHEAPER PER POST. A complete Opus run would have cost around $458. Jev finished the entir
1570X posts·Content & growthcost$0.67 total costtime20.4 secondsOriginal source ↗
Eugene Boondock 🌍2️⃣Eugene Boondock 🌍2️⃣@eugeneboondock𝕏
I taught SQL to ask questions using jev: SELECT * FROM tickets WHERE jev_bool(body, 'Is this customer angry?') No embeddings. No keyword list. No LLM writing SQL. jevsql: natural-language predicates, a typed control plane that never lets an LLM touch your data... @typesafeai https://t.co/JtqOsiYoIl
0130X posts·Tools & appsOriginal source ↗
franfran@fran_rimoldi𝕏
made a color palette generator using jev, because why not? given the input, jev returns probabilities over ten hue families, scores for warmth / light / energy, and a font pick. code maps that onto oklch and paints the page. https://t.co/lAe0TlYKdz
0129X posts·Tools & appsOriginal source ↗
Marcin DudekMarcin Dudek@MythThrazz𝕏
Seeing how many people are using Jev to control browsers I wanted to try too. Wrote the wrapper for 'dev-browser' and called it 'jev-browser'. And then tried to put it to a test: "Find the best pricing model for WP Multitool for someone who runs 3 sites, spends 3h/yr on each, and has $50/hr rate and will run them for 2 years." I saw that it did the right steps until the last one. Was adding the Lite version to the cart. That's how I discovered that while my Pricing page LOOKS good it's structurally awful and definitely nor readable for BOTS or SCREEN READERS. Learned something = PR
0128X posts·Agents & browsersOriginal source ↗
EngoEngo@EngoDev𝕏
I made an experimental model router for @pidotdev using Jev as the decision maker. It's not a generic "pick a cheaper model" router. It isolates work into logical threads and prices cache reads/writes, cold context, expected output + the cost of switching back. @CompleteSkeptic @typesafeai This wouldn't of been possible without Jev, it's an amazing primitive to make software with 💪🏻
0126X posts·Triage & routingOriginal source ↗
Gavin McKewGavin McKew@gavinmckew𝕏
Every company writes copy rules. Nobody enforces them after launch week. So I made the reviewer that never gets tired. It reads your marketing site on every PR and names each sentence that makes a claim with no evidence beside it. It's using Jev from @typesafeai It doesn't know your facts. It knows what a claim without proof looks like. https://t.co/bHrzAWVicC @MParakhin don't hate me
0125X posts·Tools & appsOriginal source ↗
Misbah SyedMisbah Syed@MisbahSy𝕏
Doc-OCR router using Jev @typesafeai A Jev-powered router that looks at a PDF page by page, decides which pages actually need OCR, extracts the rest locally. Result: save cost on # OCR pages + speed https://t.co/ZjXqHSjSGh
0121X posts·Triage & routingOriginal source ↗
Nidhi SinghNidhi Singh@nidhisinghattri𝕏
my video on the routing tool blew up on YT! i crossed 10k views in less than 19 hours, i still can't believe it - my most viewed video till date yayee have been consistently doing YT and content in the ai space for last 7 months and finally get to feel this😇 i built this tool yesterday called agent router using jev + herdr, i was awake until midnight doing recording, and publishing the video. today it feels all the efforts are worth it
0117X posts·Triage & routingOriginal source ↗
Tim CheungTim Cheung@timche_𝕏
tenet using Jev is up to 275x cheaper and 104x faster than Claude agents 🤯 Same 2,000-line diff, same rules. tenet: 1.5 s, $0.0036. One Claude Fable 5.1 call: 157 s, $0.99. Your agent fixes its own review findings before you ever see the diff. https://t.co/Rr1BpU53ak
0116X posts·Tools & appscost$0.0036time1.5 sOriginal source ↗
Nikhil BafnaNikhil Bafna@zodvik𝕏
Created a one-off Chrome extension to remove low quality posts (filtered using Jev) from Twitter, and posts with videos. Feed has become so much better.
0108X posts·Tools & appsOriginal source ↗
Tim CheungTim Cheung@timche_𝕏
Spent a day building tenet, a review gate for code that agents write. It judges each commit, commit message and PR against rules written in plain language, using Jev by @typesafeai. The rules come from @poteto's unslop skill, @hvpandya's stop-slop, @dillon_mulroy's anti-slop and @mattpocockuk's new /pr skill. It also generates rules from your AGENTS.md or CLAUDE.md, and you can write your own rules and presets. Here an agent trips four of them, gets blocked in 1.07 s for $0.0003, and fixes its own findings.
0107X posts·Tools & appscost$0.0003time1.07 sOriginal source ↗
AMP⚡️AMP⚡️@arisetyo_v2𝕏
My first real experiment with Jev: project scorer. It takes the specs, source code, and graph (Graphify output) from a codebase, then analyzes them using Jev, Lizard, and Networkx to create project "quality metrics" based on a configurable rubric. https://t.co/lCryvd749u
0106X posts·Tools & appsOriginal source ↗
Ivan CamposIvan Campos@ivancampos𝕏
Using Jev to detect and classify a statement against 50 logical fallacies only takes a few hundred milliseconds and costs $0.000128 per 3k input token request. The response times make the UX feel instant! https://t.co/pwh2b7crGV
0102X posts·Tools & appscost$0.000128 per 3k input token requesttimea few hundred millisecondsOriginal source ↗
Danny PrevoznikDanny Prevoznik@DanielPrevoznik𝕏
judge jev is the law. score two browser agents w/ different models on task completion, using jev to judge which was more efficient at the job. scored on correctness, time, actions, and cost. https://t.co/8M7JBou6O1
0101X posts·Agents & browsersOriginal source ↗
Brian ViaBrian Via@BrianVia𝕏
Guys I made an extension for LinkedIn using Jev from @typesafeai to remove anything it classified as ai-slop and this is what it left me - did it in under 200ms btw and only cost me a fraction of a penny. https://t.co/0falPlXy0N
0100X posts·Tools & appscosta fraction of a pennytimeunder 200msOriginal source ↗
Pedro Nauck ⌁ compozy.comPedro Nauck ⌁ compozy.com@pedronauck𝕏
I got up to 50% less context usage on Claude Code and Codex using Jev from @typesafeai a proxy asks Jev which parts of the history are still needed and drops the rest before the request goes out. 8/8 exact answers on the real APIs, numbers is in the last tweet bellow 🔥🔥🔥 https://t.co/WnxBl3I380
0098X posts·Tools & appsOriginal source ↗
Tamir@TamirSPIRITT𝕏
introducing JevForm, a form that dynamically branches and chooses what to ask next usinng @typesafeai’s Jev in my life i’ve made hundreds of forms with crazy if/then logic. Jev solves it. built with @vercel json-render (by @ctatedev), so theoretically it can support any generative form UI, and @DavidKPiano’s xstate for the actual state Play with it here: https://t.co/0TwQD3wEH8
1797X posts·Tools & appsOriginal source ↗
aniol@0xaniol𝕏
today i built talkr, a speech analyzer using @typesafeai > talkr gives you a topic > you talk about it for 30s > jev analyzes your speech: pauses, filler words, repetitions, confidence, clarity > you get a score and feedback to improve can’t wait to 10x my speaking skills https://t.co/ENybzQkIW8
1796X posts·Tools & appsOriginal source ↗