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Jev account / subscription (TypeSafe AI)
Jev account / subscription (TypeSafe AI)
TypeSafe AI is a frontier model lab in San Francisco that builds decision models for software rather than chatbots.

[TypeSafe AI website]

About this product

TypeSafe AI is a San Francisco frontier model lab that builds decision models for software rather than chatbots — roughly "Build prod, not God": instead of an all-knowing model, it turns judgement into testable, composable software building blocks.

Its public line is called System One models, and the first flagship is Jev. Instead of long text, it returns typed decisions with calibrated probabilities, so software knows when to act automatically and when to escalate to a human. Its training method, RLCD (Reinforcement Learning for Calibrated Decisions), optimises for accurate judgements and honest probabilities rather than text people like to read.

Good for:

  • Classifying and routing tickets, emails and reviews
  • Content moderation and risk rules
  • Yes/no judgements in data cleaning and extraction
  • Any automation that needs lots of cheap, controllable decisions

Developers use it through the API console; TypeSafe says it is faster and cheaper than general LLMs for these automation tasks.

What Jev is for
Classify · Intermediate
Auto-classify tickets and email
Decisions with confidence; low confidence goes to a human.
Moderate · Intermediate
Moderation and risk
Hand rule-based judgements to the model at low cost.
Automate · Advanced
Plug into automations
Embed it in your systems via the API.

Getting started

  1. Open the console at console.typesafe.ai and create an API key.
  2. Define the decision: the input and the possible outputs (e.g. "refund / exchange / escalate").
  3. Call the API per the docs to get a result and confidence.
  4. Set a threshold: act automatically above it, send to human review below it.

Sign-in guide

① Open the TypeSafe AI website.

② Enter the account and the email verification code to sign in.

③ To subscribe (top up), provide your account and help us sign in; we'll finish quickly.

How it is delivered

🙋 Manual delivery ⏰ Working hours UTC+8 09:00–21:00 📧 Sent to your order email, also viewable once on the order page
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Good to know
For developers — used through the API.
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TypeSafe AI
TypeSafe AI
@typesafeai
171KX followers
79Cached
RT @nicksherrow: Can't stop thinking how much stuff Jev is doing to save AI engineers asses from stupid systems design patterns while the r…
0 10
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oh so everybody vibecoding their own app is easy now? just a slop cannon away from everything you want in life? prove it! hypership your dreams into reality today
65 3
Source: X
now you have no more excuses, it ain't a decision model https://typesafe.ai/blog/dont-call-it-a-decision-model
11 0
Source: X
you can smuggle your semantic logic in string caveats, embedding vectors, and all the complicated ML you want, but data distributions will always be far more ridiculous than you can be clever so: • be clear about what you need to know • be clear that a plain reading of your
15 1
Source: X
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