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Artificial Intelligence19 min read

I Fine-Tuned Laya on a 6 GB GPU. Then I Made It Play Pac-Man

In the last two posts, untrained Laya lost every race. So I fine-tuned it on my six-year-old desktop's RTX 3050: once on my Pigeonhole classifiers, with Jev as the teacher, and once on Pac-Man, with a twenty-line expert as the teacher. It went from 31 to 44 of 50 test cases, level with Cloudflare's Clef, and from zero wins to 87 out of 200 games. Total bill: under thirty cents.

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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