A 'new type of mind' trained without natural language writes kernels at up to 66x Triton speed

repligate · x · 2026-09-27

A demo of a system described as a 'new type of mind' — trained on neither natural language nor natural-language reasoning — went viral: it produced kernels that passed all tests 28% of the time and achieved speedups of up to 66x compared to Triton kernels. The result sparked discussion about whether non-language-trained systems (e.g. search/evolutionary approaches) hold unique advantages for kernel and code generation.

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