The defining challenge of smart city AI is not processing power. It is power. Edge nodes — the compute units embedded in urban infrastructure, autonomous vehicle networks, environmental monitoring arrays, and public safety systems — must process high-volume, real-time data streams with strict latency requirements. They must do so continuously, in the field, often without reliable access to centralised power or connectivity.