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ClosedGoogle DeepMind/10 trustVerified
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AlphaEvolve

Gemini-powered evolutionary coding agent that discovers algorithms better than human designs.

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About

Unveiled May 14, 2025, AlphaEvolve is Google DeepMind's general-purpose coding agent for algorithm discovery. It pairs Gemini models (Flash for breadth, Pro for depth) with an evolutionary loop: the LLM proposes code mutations, automated evaluators score them, and the best candidates seed further generations. Its headline result was a new 4x4 complex matrix-multiplication algorithm using 48 scalar multiplications, beating a record that had stood since Strassen's 1969 work.

AlphaEvolve has been deployed inside Google itself, reportedly recovering 0.7% of global data-center compute through better scheduling heuristics and speeding up Gemini training kernels, and it is now generally available on Google Cloud. The honest caveats: it is a research/enterprise system with no public weights, and discovered algorithms still need human verification and engineering before production use — a published construction is not the same as a deployed optimization.

Specs

Context window

Pricing

Free quota

API access

Weights

Closed — API only

Released

May 14, 2025

Benchmarks

Provider-reported unless a source says otherwise. Benchmarks are marketing-adjacent by nature — treat them as directional.

Use cases

agentscode-optimizationscientific-discovery

Trust score — 8/10

/10 trustVerified

Scored 8/10 (verified tier, metrics-v1). Evidence: Verified via vendor site/docs/GitHub and reputable coverage, wave 70; Trending score 85/100 from researcher assessment.

Sources