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Rethinking AI with Jev: Instant, Nearly Free, and Unlocking What's Next

John Lindquist demonstrates using Jev to turn messy inputs into typed decisions for agent workflows, highlighting its speed, cost-efficiency, and limitations like menu size constraints.

Original by MEGA DEVAgent workflowsIntermediate94 min 21 sec Published

Before you press play

What you’ll find in the video

  1. The workshop presents Jev as a way to answer many yes-or-no questions in one call. Its headline speed and pricing figures are TypeSafe's claims, not independently reproduced results.
  2. The model is constrained to a maximum of 255 options for pick-one questions and must select from the provided menu.
  3. Current releases struggle with reliable counting and arithmetic, requiring developers to handle these tasks in deterministic code.
Worth knowing

First-party video metadata and original description captured Oct 8, 2026. Full workshop transcript was not reviewed in its entirety, and individual demonstrations, speed, and cost claims were not independently reproduced. The speed and pricing figures are TypeSafe's published numbers, which may be subsidized. Being fast does not guarantee correctness.

Rethinking AI with Jev: Instant, Nearly Free, and Unlocking What's Next

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