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CommunitySites & GuidesVerified 2026-09-20

Jev as a Really Smart Switch Statement

A hype-free framing of Jev: not a replacement for GPT or Claude, but a new tool class for fast, cheap structured decisions, like 2016-era classifiers with 2026-level intelligence.

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Nathan Flurry
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2026-09-20

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Nathan Flurry 🔩
Nathan Flurry 🔩
Rivet
@NathanFlurry
·

hype-free explanation of jev: jev does not replace gpt / claude jev is just a *really* smart switch statement like if 2016 ml classifiers got 2026 levels of intelligence it's a new* type of tool that will make a lot of workloads insanely fast, cheap, and accurate * = and by Show more

Diogo Almeida
Diogo Almeida
TypeSafe AI
@CompleteSkeptic

After co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI? I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev • 20-200x faster • 40-400x

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Highlights

  • Frames Jev as a really smart switch statement rather than a chat model replacement.
  • Argues it makes classifier-shaped workloads fast, cheap, and accurate.
  • One of the most-shared explainer posts of launch week.

Watch out

A personal framing, not a measured evaluation.

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