Grid Algorithms Need Shadow Sandboxes

Inference: Algorithm discovery creates a second problem: grid operators need shadow environments that replay weather, outages, congestion, and demand before any AI-generated control logic earns authority. AlphaEvolve establishes automated search; IEA research establishes the system stakes. The opportunity is an operator-governed validation layer, not another algorithm-discovery engine.