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Infographic breaks down a single Jev call: state in, Choice or Score out

DataChaz breaks down the structure of one Jev call: a state and typed questions go in, a single parallel scoring pass returns a Choice, Score or Noul with exact probabilities.

Charly Wargnier ♨️
@DataChazArchived 2026.09.25Originally posted 2026.09.24
Infographic breaks down a single Jev call: state in, Choice or Score out
Charly Wargnier ♨️ @DataChazOriginally posted 2026.09.24
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WHAT JEV IS AND HOW IT PROCESSES A SINGLE CALL ICYMI: Jev is TypeSafe AI's new System 1 model, built by former ChatGPT creator @CompleteSkeptic. And it's not another LLM that writes text or spits out code. You send a state and typed questions and it scores them in a single parallel pass. The output is strictly structured as a Choice, a Score, or a Noul with exact probabilities. This allows your application logic to auto route high confidence answers and escalate the rest. Here is why the architecture matters → 70 to 500 milliseconds per call → Output tokens are completely free → Trained specifically for calibrated decisions Uber fast, but intentionally weak at arithmetic and chained reasoning :) This infographic below maps out the exact anatomy of a request↓

This post quotes another post: x.com/1432153372363218948/status/210100748291922…

x.com/datachaz/status/2103041903365394906Archived 2026.09.25 10:07