Logical flow and architecture of the Cloud AlphaEvolve agent

The Cloud AlphaEvolve service provides three critical components of the AlphaEvolve evolutionary heuristic and agent harness:

  1. The LLM ensemble: A configurable mixture of large language models available on the Gemini Enterprise platform.

  2. The program database: The repository that stores and tracks candidate programs and solutions.

  3. The prompt sampler: The mechanism responsible for selecting and formatting prompts to guide the LLM ensemble.

In addition to these core components, the service provides the orchestration logic required to connect the different elements of an active AlphaEvolve agent implementation.

Evaluator design and implementation

Because AlphaEvolve addresses a highly diverse and broad spectrum of high-impact use cases, the metrics and architecture required for the evaluation component of the agent harness are highly dependent on the specific business context.

Consequently, you are responsible for designing and implementing a suitable evaluator component tailored to their specific use case and domain knowledge.

Logical flow of the Cloud AlphaEvolve service.