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Cryptocurrency News Video
Jev. from TypeSafe AI: what it is. how to get access. and how I use it
Sep 20, 2026 at 12:39 pm tacosdedatos
A few days ago TypeSafe AI released Jev, its first model. It doesn't chat, summarize or write code: it answers closed questions (choice, score, boolean) with a calibrated probability, in milliseconds, for almost nothing. This video covers what it is, why it's a big deal, how to get access (Vercel AI Gateway, OpenRouter, Cloudflare Workers AI and TypeSafe direct) and how I use it in hm, my terminal tool for checking text against my own taste. Chapters: 00:00 A model that can't talk 00:29 The problem: paying for prose to get one bit 00:57 Where Jev comes from (TypeSafe AI, Jevons) 01:21 What it is: a System One model 01:54 Three kinds of question: choice, score, boolean 02:36 The schema rules 03:00 Why it matters: latency and price 03:36 "Calibrated" means something specific 04:06 How to get access: four doors 05:18 How to use it: state + questions 05:54 My example: hm 06:48 Where it fails 07:41 The numbers, and the real question Links: - TypeSafe AI: https://typesafe.ai - Vercel AI Gateway (typesafe-ai/jev, AI SDK 7 evaluate): https://vercel.com/ai-gateway - OpenRouter (typesafe/jev-1.13, decisions endpoint, alpha): https://openrouter.ai - Cloudflare Workers AI (typesafe/jev): https://developers.cloudflare.com/workers-ai - Known weaknesses: docs.typesafe.ai/model-jaggedness - Evaluation: evals.typesafe.ai Latency, price and evaluation figures are TypeSafe's own; as of September 19, 2026 there is no independent reproduction. Free access on Vercel runs until September 25, 2026. This video was made by an AI agent: script, voice (my ElevenLabs clone), code-driven animation (Remotion) and mix.
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The information provided is not trading advice. kdj.com does not assume any responsibility for any investments made based on the information provided in this article. Cryptocurrencies are highly volatile and it is highly recommended that you invest with caution after thorough research!
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