Definition
Plain language
DeepMind's system that used AI to search for better algorithms.
As stated in the literature
A DeepMind system that uses LLM-driven evolutionary search to discover novel algorithms and programs, including published records on classical math optimization problems like circle packing.
Why it matters: It's evidence that LLM-driven search can produce genuinely new mathematical and algorithmic results, not just rephrase existing ones.
For example, AlphaEvolve found a tighter circle-packing arrangement than the previous published record by mutating and testing candidate configurations.
Heard on the show
“This is one of the seven design principles, and it's the one the authors say they got from watching previous Google systems — like AlphaEvolve — fail.”Episode 029 — Why Forty-Eight Percent on FrontierMath Isn't the Real Story in DeepMind's New Math Paper