AlphaEvolve Goes GA: Solve Hard Problems on Google Cloud

Remember when optimizing code felt like wading through a swamp with no map? Google’s AlphaEvolve, now generally available on Google Cloud, is here to clear the path. This Gemini-powered agent doesn’t just tweak your algorithms—it evolves them, exploring vast search spaces to find solutions you’d never think of.

What Is AlphaEvolve?

AlphaEvolve is a code optimization and discovery agent built on Gemini. It systematically explores algorithmic search spaces to find optimized solutions for your toughest problems—from chip design to supply chain logistics. It’s like having a capybara that digs through the muck to find the juiciest water weeds, but for code.

How It Works

Deploying AlphaEvolve follows a simple four-step process:

• Define: Provide a baseline seed algorithm and problem context.
• Measure: Set up a scoring function for correctness, performance, and constraints.
• Optimize: Let AlphaEvolve’s agentic harness generate optimized code.
• Apply: Deploy the evolved algorithm into production.

Real-World Impact

Organizations are already seeing massive gains. BASF built a digital twin for global supply chains, improving models by over 80%. Coolblue boosted demand forecasting accuracy by 5% in just 200 iterations. FM Logistic improved warehouse routing by 10.4%, saving 15,000 km in staff travel. Klarna doubled ML training throughput while improving model quality. And JetBrains accelerated IDE performance by 15-20%.

Even Google uses it internally: AlphaEvolve optimized TPU circuit layouts, reduced Spanner write amplification by 20%, and cut storage footprints by 9%. It’s also helping scientists discover quantum circuits with 10x lower error rates.

Get Started Today

You only need two things: a seed program and an evaluator script. Check out the documentation and GitHub repo to start evolving your codebase. The swamp is full of hidden treasures—AlphaEvolve helps you find them.

Original announcement published on Google Cloud.