This talk presents practical lessons from deploying energy-efficient applications across heterogeneous platforms spanning edge to cloud. We explore HW/SW co-design strategies that balance performance, power, and adaptability under real-world constraints. Through case studies on CPUs, GPUs, and FPGAs, we show how workload characteristics drive architecture selection and mapping decisions. Key insig...

Space applications nowadays require onboard processors combining high performance with strict reliability and energy-efficiency constraints. The AI/DSP workloads for image processing, communications, and autonomous navigation must operate under limited power budgets and in harsh radiation environments, while also being affected by PVT variations. To tackle this challenge, the FPGAs offer both hard...

Cellular homeostasis relies on highly coordinated quality-control systems that monitor protein integrity, organelle function, and genome stability. Among these, ubiquitin-dependent signaling and selective autophagy form an integrated network that safeguards cells against proteotoxic, metabolic, and genotoxic stress. Beyond their classical roles in protein degradation, ubiquitin pathways orchestrat...