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Your AI Agent Doesn’t Need an LLM for Every Decision — Meet Jev and the Rise of System One Models

Your AI Agent Doesn’t Need an LLM for Every Decision — Meet Jev and the Rise of System One Models

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5 min read
It took me 18 hours to add Jev

It took me 18 hours to add Jev

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1 min read
How Jev Works: The Logit Trick Behind TypeSafe's System One Model

How Jev Works: The Logit Trick Behind TypeSafe's System One Model

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14 min read
After Jev Blew Up, I Brought Its "System One Judgment" Idea Into My Open-Source AI Agent

After Jev Blew Up, I Brought Its "System One Judgment" Idea Into My Open-Source AI Agent

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7 min read
Qué es Jev: el modelo de TypeSafe AI que decide en vez de escribir

Qué es Jev: el modelo de TypeSafe AI que decide en vez de escribir

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4 min read
What is Jev: TypeSafe AI's model that decides instead of writing

What is Jev: TypeSafe AI's model that decides instead of writing

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3 min read
LLMs Generate. Jev Decides. Software Should Know the Difference

LLMs Generate. Jev Decides. Software Should Know the Difference

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10 min read
THIS AI MODEL DOESN'T WANT TO TALK TO YOU

THIS AI MODEL DOESN'T WANT TO TALK TO YOU

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22 min read
I got Jev to zero mistakes. I'm still using Flash-Lite.

Real production benchmarks comparing costs

I got Jev to zero mistakes. I'm still using Flash-Lite.

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Picked as gem Comments 18
11 min read
Benchmarking Jev: what a decision model can (and can't) do in an agent harness

Benchmarking Jev: what a decision model can (and can't) do in an agent harness

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8 min read
I Rebuilt Jev's Structure with Qwen (Not Its Capabilities)

I Rebuilt Jev's Structure with Qwen (Not Its Capabilities)

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9 min read
Jev vs a 310M encoder I trained myself: 750 rows, three tasks, two different winners

Jev vs a 310M encoder I trained myself: 750 rows, three tasks, two different winners

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10 min read
Fixing Jev Decision Model AI Agent Overrides: A Flutter/Node.js Blueprint

Fixing Jev Decision Model AI Agent Overrides: A Flutter/Node.js Blueprint

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8 min read
Searching for Better Game Recommendations with Jev

Searching for Better Game Recommendations with Jev

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8 min read
I let an LLM judge inside Python's if statements, then ran Ansible's own tests on it

I let an LLM judge inside Python's if statements, then ran Ansible's own tests on it

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6 min read
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