ThursdAI > Guest Directory > Allie Laabs > September 17, 2026
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Allie Laabs

TypeSafe AI · Jev, the System 1 model

Allie Laabs joined Alex Volkov on ThursdAI the week TypeSafe AI came out of stealth with Jev, a non-LLM System 1 decision model from RLHF co-creator Diogo Almeida. The founding DevRel walked through the choice, score, and null primitives that expose calibrated probabilities directly to code, why LLMs are the wrong tool for machine-to-machine decisions, and the pricing: $42 per billion input tokens, with RLCD training making output tokens too cheap to meter.

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Why LLMs are the wrong tool for machine-to-machine work

Machine-to-machine decisions don't need prose — they need calibrated probabilities code can act on.

$42 per billion tokens, and output is free

Jev is priced per billion input tokens — RLCD training makes output tokens too cheap to meter.

Jev is not an LLM, it is a System 1 model

Choice, score, and null primitives returning calibrated decisions in 70–500ms — a different animal from an LLM round-trip.

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We came out of stealth with Jev at TypeSafe: a System 1 decision model, not an LLM. Calibrated probabilities in 70–500ms at $42 per billion input tokens — output is free. I joined @altryne on ThursdAI to walk through it. Full segment: https://thursdai.news/guests/allietheicon/sep-17-2026
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TypeSafe AI came out of stealth with Jev this week, and I went on ThursdAI with Alex Volkov to walk through it. Jev is a System 1 decision model, not an LLM: choice, score, and null primitives that expose calibrated probabilities directly to code, with decisions returned in 70–500ms. Pricing is $42 per billion input tokens, and RLCD training makes output tokens too cheap to meter. On the show Alex demoed a real-time X timeline classifier scoring 12 tweets a second. Full segment and clips: https://thursdai.news/guests/allietheicon/sep-17-2026 ThursdAI goes live every Thursday and is one of the highest signal AI shows around. Worth a follow.

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