Which LLMs Can Actually Code Genetic Algorithms That Work?

I won’t bury the lede. Here’s the cool part:

I was recently building a Minesweeper Deep learning system, and was stuck, I turned to GPT-5 and it confidently built me a solver that it ASSURED me would hit 40% on expert boards. Zero percent actual solve rate, hundreds of lines of sophisticated-looking nonsense.

I wanted to know which models can truly design algorithmic systems that work, not just generate confident-sounding code. So I used the classic Snake game as a test.

READ THE FULL STORY: https://ryan.donofr.io/blog/llm-genetic-algorithms

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