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Artificial Intelligence10 min read

Cloudflare and OpenAI Shipped Decision Models. I Raced Them Against Jev and Laya

Two weeks after I raced Jev against Laya, Cloudflare released Clef and OpenAI released a Decisions API. I ran all of them on the same 74 test cases through Pigeonhole. GPT-6 Luna nearly tied Jev and was the fastest hosted model, Clef-flash was close behind at half the price, and one refused question taught me something about batching.

Oct 9, 2026
Artificial Intelligence11 min read

I Tested Jev and Laya Using Pigeonhole

Pigeonhole is a weekend project that turns a plain-English description into a tested classification API. I ran it on Jev (hosted, a fraction of a cent) and an out-of-the-box, untrained Laya (local, free) side by side on my own machine. Here's what each got right, how fast they were, and what it takes to run Laya yourself.

Sep 27, 2026
© 2026 Bharat Parsiya
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