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MixedLlama · 14 May 2025

The output is an interpretable program; even if it overfits or ignores a corner case, it often provides valuable insight into the regimes where it succeeds

aseg on Hacker News

≈ 60 k LLM calls per iteration

In the thread “AlphaEvolve: A Gemini-powered coding agent for designing advanced algorithms”

Helped: Interpretable programs provide insight into success regimes.

Got in the way: Evolutionary search is compute-heavy and LLM calls are slow.

… - already maintain such evaluation functions for their own code. - The output is an interpretable program; even if it overfits or ignores a corner case, it often provides valuable insight into the regimes where it succeeds. Cons …