Runtime-introspection and adaptive-execution software that models programs' dynamic execution paths to predict time, memory, and energy and adjust execution in real time to meet goals (performance, energy, cost) without new hardware. Targets cloud and AI workloads and infrastructure operators to lower energy use and boost performance on existing systems.