A system for alimentary instruction sets derived from artificial intelligence systems for vibrant constitutional guidance, as derived using one or more machine-learning procedures from training data relating prognostic and ameliorative labels. A physical performance instruction set is derived from the alimentary instruction sets using one or more physical performance entity profiles.