This requires turning different knobs via innovations in materials, processes, transistor device architectures, design architectures, packaging and systems. MSCO extends traditional DTCO for these innovations via fast, iterative, virtual learning cycles that can tune multiple knobs simultaneously for cost-effective and informed trade-offs in PPACt. Sage DA tools are a critical part of this rapid PPACt analysis in the MSCO platform.