Jev-pilled

TypeSafe AI · System 1 model

What’s Jev?

Most AI models write. Jev, from TypeSafe AI, decides. Give it some text and a question with a fixed set of answers, and it picks one and tells you how sure it is. It’s a System 1 model: a quick gut call, not a long chain of reasoning.

System 1

“What color is the sky?”

Blue. Instant, no thinking needed.

System 2

“Why is the sky blue?”

Now you have to reason it through. That’s what the big chat models are for.

Jev does the first kind: fast answers to questions with a fixed set of answers.

Live example

Here are some rambling, real-world messages. See how fast Jev works through them. The same text and questions go to OpenAI, Claude and Jev. Pick an example or paste your own, then press Run.

Advanced

Each question is choice (pick one option), score (a level on a scale) or noul (yes/no).

Why speed matters: a voice agent

Someone calls an airline’s AI phone agent. Before the agent can say anything useful, it has to know what the caller wants: a new flight, a refund, a lost bag, or a human. Every moment spent working that out is silence on the line.

1 · ListenCaller“…my flight got canceled, I really need to be in Chicago tonight…”
audio
Speech-to-textstreams the words as they’re said
transcript
2 · DecideJevintent: rebook_flighturgency: right nowabout 0.2 s
sure
3 · ActRebook now“I can get you on the 4:10 to O’Hare.”
not sure
3 · ActAsk or hand offone short question, or a bigger model or a person
Jev only has to pick from a short list, so the decision is ready almost as soon as the caller stops talking.
Big chat modeloften a second or more of silence
Jevabout a fifth of a second

Try it in the live example with the Airline voice call example.

100 use cases

Where can Jev, or any System 1 model, be used? I asked Claude, Codex and Grok each for 100 places, with an example for every one.