Julian Goldie SEO: Jev AI Can Cut Agent Costs by 80%

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Jev is a new "system one" AI model that makes decisions in under 500ms — up to 200x faster than frontier models. Pair it with your main LLM and cut agent costs by 80% by offloading quick calls instead of full reasoning.



00:00 Intro – Why agents overthink small decisions

00:47 What Is Jev – The first "system one" model

1:33 The Speed – 70-500ms parallel sampling

2:21 No Text Output – Why that's a superpower

3:27 Calibrated Confidence – Knowing when to trust it

4:20 The 80% Cut – Pairing Jev with Opus 5.5

5:28 Four Use Cases – Where Jev actually fits

6:17 Benchmarks – Workflow evals vs frontier models

6:56 Fun Demos – Jev plays Doom & Wiki racing

7:58 Key Takeaway – Split big model from fast model