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Geddy Dukes

ML Engineer

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ML Engineer who builds AI for high-stakes environments.

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Training a 67M-Parameter Transformer on an M4 Mac Mini
geddydukes.comresearchpositiveJan 29, 2026

A 67-million-parameter transformer was successfully trained end-to-end on an M4 Mac Mini using consumer hardware, achieving 93.94% exact-match accuracy on CLI command generation with only 13 hours of pretraining.

“Author of "Training a 67M-Parameter Transformer on an M4 Mac Mini" in geddydukes.com”

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