SAGE is a chip series, Penrose is its architecture, and APX is the Adaptive Pathway eXecutor. The research investigates selective activation across the execution pipeline to reduce unnecessary hardware activity.

The roughly 50%+ efficiency or battery-life improvement remains an experimental target that requires measurement; it is not presented as a proven result.