What is Jev AI?
Jev is a System One decision model developed by TypeSafe AI. Unlike generative large language models (LLMs) that produce autoregressive text tokens, Jev is built strictly to evaluate structured software state and output calibrated probabilities across predefined decisions.
Jev does not chat, write prose, execute agentic loops, or generate free-form text. It processes a shared context (up to 32k tokens per state) alongside discrete questions using three native evaluation primitives—Choice, Score, and Noul—at published vendor rates of $0.042 per million input tokens and $0.00 for output tokens.
Verified Technical Specifications
Source: TypeSafe Documentation (Sep 2026)jev-latestWhat do you need to do with Jev?
Select your specific implementation task to jump directly to verified technical references, schema specifications, and runnable code:
Connect via Direct TypeSafe API or OpenRouter. Runnable examples in cURL, Python (typesafe_sdk), and TypeScript (@typesafe-ai/sdk).
Choose between Choice (closed discrete sets ≤255), Score (ordered rubrics 2–10), and Noul (binary truth probability).
Compare System One decision networks with autoregressive models like GPT-4o and Claude. Architectural trade-offs, determinism, and hybrid pipelines.
Published rates across verified providers. Calculate exact token expenditures from your projected input token volumes.
TypeSafe AI founding team (Diogo Almeida, Sasha Sheng, Erik Gafni), RLCD training claims, verified observable facts, and unverified benchmarks.
Dated timeline of official model version releases, platform integrations (OpenRouter, Vercel AI Gateway), and schema adjustments.
Minimal Request Example
The standard TypeSafe System One payload passes an application state block and one or more evaluation questions:
curl -X POST "https://api.typesafe.ai/v1/systemone" \
-H "Authorization: Bearer $TYPESAFE_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "jev-latest",
"state": "User has attempted payment 3 times with card ending in 4022. IP country matches billing address. Device fingerprint unchanged. Previous transaction 12 minutes ago was approved.",
"questions": [
{
"id": "fraud_action",
"type": "choice",
"prompt": "Recommended transaction handling action",
"choices": ["approve", "require_mfa", "manual_review", "hard_decline"]
}
]
}'https://api.typesafe.ai/v1/systemoneView full Python & TypeScript SDK guides →