Tools & ProjectsNovember 12, 2026
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Jev wants to automate everything
The creator of Jev urges engineers at AIE to sprinkle system-one model calls throughout their code.
#system one models#Jev#agents#AI engineering#Glean

š„ What happened
Diogo Almeida, CEO of TypeSafe AI, used his AI Engineer Code Summit keynote to declare war on unreliable LLM-driven software. His product Jev ā a system one model ā should be used to "automate everything" by embedding fast, structured model calls directly into application code.
š” Why it matters
System one models return scores and choices in under a second, even across thousands of calls. Almeida's killer line: "You get Einstein 95% of the time, but Mr. Bean 5% of the time." If you can't tell which is which, you can't automate anything. Jev turns that 5% chaos into a fourth logic gate.
ā” Our take
Sprinkling Jev calls everywhere inside code is the right kind of radical. Treating LLMs as oracles is how you build fragile software. Jev makes "hope and pray" engineering obsolete ā finally.
The title, summary and analysis of this item were produced automatically by an AI system and have not been editorially reviewed. They may contain errors, bias or omissions ā when in doubt, read the linked original source.
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