Energy, Work, and the Case for Judging AI Infrastructure

Most debates about AI infrastructure start with the wrong metric. Energy and water use describe scale, but they do not tell us what the system produces, what it replaces, or whether the trade is worth it. The harder standard looks at output per unit of energy, how that output is measured, and whether the burden is governed or displaced.