aiedu.guide: independent, plain-English guides to new AI tools for developers

aiedu.guide is an independent, unofficial learning site. It explains new AI models and developer tools in plain English, with every fact linked to an official source. We start with Jev, the first "System One" decision model from TypeSafe AI, announced on 15 September 2026.

Who is aiedu.guide for?

Developers, indie builders and technical leads who want to know, quickly and honestly, what a new AI tool does, how to call it, what it costs, and when not to use it. You don't need a machine-learning background.

What is Jev?

Short answer: Jev is an AI model from TypeSafe AI that returns typed decisions with probabilities (a yes/no probability, a choice from options you define, or a score on levels you define) instead of generating text.

TypeSafe calls this new class of model "System One", after Daniel Kahneman's fast, intuitive System 1 thinking. You send Jev some text or JSON (the state) and a set of typed questions, and your code branches on the answers. It can't write replies or code, so it is usually paired with an LLM rather than replacing one. Our guides explain how.

Jev guides

How are these guides written?