Municipal Politics

The Real AI War Isn’t Chip-on-Chip. It’s Power Grid vs. City Council.

AMD’s 5x efficiency gain in tokens per watt isn’t just a technical win over Nvidia — it’s a game-changer for where AI data centers can be built. The real bottleneck is local power grids and city councils, not chip performance. This shift turns municipal politics into the ultimate kingmaker of the AI revolution.