AI article

I Trained an Open Decision Model on a Free GPU in 46 Minutes. On My Tests, It Beat Laya.

Community description: Typic, an open 400M decision model: one forward pass, a probability per option, trained on a free Kaggle T4 in 46 minutes.

Dev.to | Oct 1, 2026 | Minaruzzaman Shovon

Automated excerpt

TYPIC answers typed questions in a single forward pass, with no text to parse. Laya, from Convai Innovations, is an open model built on ModernBERT-large. Typic matches it only after temperature scaling.

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