Person/Ray Amjad/YouTube/26/09/Jev + Claude Code = The Cheapest Agentic Coding Loop Yet
Properties
- logseq-entity
- Logseq/Entity/YouTube
- created-by
- Person/Ray Amjad
- date-created
- 2026/09/18
Jev + Claude Code = The Cheapest Agentic Coding Loop Yet - YouTube
- Speaker: Person/Ray Amjad
- Channel: Ray Amjad · ~28 mins · published 2026/09/18
- Topic: Jev, TypeSafe AI's System One model, and pairing it with Claude/Code and Codex for cheaper, faster agentic coding decisions
Video
Summary
- Introduces Jev (named after Jevons paradox): instead of generating text token by token, it scores a fixed set of typed options — bool, score, or multiple choice — and returns calibrated probabilities in well under a second. Walks through combining it with agentic coding tools like Claude/Code and Codex for faster code review and real-time decisions.
Highlights
So I want to go over a model called Jev, named after Jevon's paradox, what it is, and how we can combine it with agentic coding tools like Claude Code and Codex to become even better engineers.
We basically have the primitive of bool to evaluate how true something is, a score so we can set up a rubric to grade against, and then we have a choice, so asking a multiple choice question. And each of these comes back with probabilities.
Now this is great because in an application we can basically say if the probability is greater than like 85-90%, then automatically rejected an invoice or something.
Links