Meta-Optimized Continual Adaptation for circular manufacturing supply chains in carbon-negative infrastructure

The author describes a pivotal moment when static optimization, including meta-learning, proved obsolete for dynamic circular manufacturing supply chains, failing catastrophically under sudden policy changes like a carbon tax. This experience exposed the fundamental limitation of traditional methods in adapting to real-world complexities.