Five essays on the hidden carbon cost of agent infrastructure. Compute carbon varies 10x by region. Renewable availability shifts hourly. Scope 3 dominates operational emissions. Temporal and geographic arbitrage changes the economics. Most model operators are not pricing any of this yet.

  1. The Same Model Costs 10x More Carbon in Virginia Than the Netherlands) The core finding: identical inference, wildly different carbon. What the data shows across 85 models, 6 providers, 9 regions.

  2. Scaling in the Wrong Direction) LeCun’s architecture argument meets carbon data. What happens when a more efficient architecture runs on a clean grid.

  3. Grid Arbitrage: Why Region Choice Matters More Than Model Choice) A bigger model on a clean grid beats a smaller model on a dirty grid. The free optimization nobody does.

  4. The 24-Hour Carbon Curve) Wind at 3am, gas at 6pm. Scheduling batch inference for the cleanest hours costs nothing.

  5. Scope 3 and the API Call You Can’t See) Every inference call is a scope 3 emission. The cloud abstraction hides the carbon. Regulation is catching up.

carbonbench.ai