与 Google Cloud AlphaEvolve 之间的双向互操作 (在 OE 上运行 AE 示例,并将 OE 程序导出到 AE 服务)

Seam	Google AlphaEvolve	OpenEvolve
Evaluator input	a candidate object: program_candidate["content"]["files"][0]["content"] → source string	a file path (evaluate(program_path))
Evaluator output	AlphaEvolveProgramEvaluation wrapping AlphaEvolveEvaluationScore(metric=..., score=...); failure sentinel -1e12	a flat dict[str, float]
Config + entrypoint	.env → create_experiment({run_settings, generation_settings}); AlphaEvolveClient → AlphaEvolveExperiment → run_controller_loop	Config(LLM/database/evaluation) → run_evolution(initial_program, evaluator, config) → EvolutionResult

The seed program is already 100% compatible (identical # EVOLVE-BLOCK-START/END markers).