Autonomous systems need to know they're aging: by continuously monitoring hardware health and adapting AI decisions in response, robots can gracefully degrade rather than suddenly fail, especially critical for systems you can't easily repair or replace.
This paper proposes Aging-Aware Autonomous Intelligence (AAAI), a framework that enables autonomous systems to monitor their own hardware degradation and adapt their behavior accordingly.