Jev for Claude is INSANE (Every Jev Concept Explained)
🚀 You already use AI. Make it run without you: https://skool.com/scrapes 👀 Be the brand AI recommends: https://dub.sh/rankspot-yt 📋 Free Jev resources: https://skool.com/scrapesai Don't miss the next build - https://www.youtube.com/@simonscrapes?sub_confirmation=1 Typesafe just released Jev, a "judgment model" that can't write a sentence and can't chat, and in its first week people used it to build a browser agent that fills in Google Flights in seconds and to sort 3 million website sessions for about $2. In this video, I go through the official docs so you don't have to. I cover how Jev turns messy inputs into calibrated probabilities, the three question types (yes/no, choice and score), why it's 40 to 1,000x cheaper and much faster than LLMs, and how it works alongside Claude rather than replacing it. Then we install the Typesafe skill in Claude Code and build a live customer support triage system that sorts 50 emails into four piles in 4 seconds for a fraction of a cent. We finish with the four patterns from the docs for getting the most out of it: speculative fan-out, confidence-gated routing, weighted scoring and intent routing. CHAPTERS 00:00 Intro: The AI model that can't write a sentence 00:46 1: What it is: a judgement model 03:31 2: Why it's special compared to LLMs 05:16 3: It replaces one job Claude does, not Claude 06:23 4: Noul — the yes/no that comes back as a probability 07:29 5: Choice — pick one, and see the odds on all of them 08:04 6: Confidence — the second number, and the one that decides 09:20 7: Score — for when the options have an order 11:04 8: Which type, and all three in one request 12:40 9: In front of Claude — the guard that reads everything first 14:22 10: The skill is a rulebook, not a tool 18:31 11: Start from the action, not from the data 23:52 12: State — named fields, and nothing else 25:36 13: Extra questions are almost free 29:02 14: The checklist for finding your own Jev steps 32:13 15: Pattern 1: ask everything at once 33:10 16: Pattern 2: confidence-gated routing 34:05 17: Pattern 3: score the parts, weight them yourself 35:07 18: Pattern 4: route it to the best handler for that job 35:54 19: All four together: the smart home demo #jev #typesafe #claudecode
