Generative AI Fundamentals Map
Map/Loops/balancing

Power ceiling

balancing loop · 4 steps · Trace on the map →

The cycle

Scaling and AIresearch need computeElectricity demandrisesGrid and generationlag by yearsCompute growth slowsB
  1. 01Scaling and AI research need computeSuperhuman AI researcher
  2. 02Electricity demand risesPower and grid buildout
  3. 03Grid and generation lag by years
  4. 04Compute growth slowsCompute supply

What drives it

Every step up in compute needs a step up in power that grids and permitting cannot deliver quickly.

What breaks it

New generation, efficiency gains and distributed training raise the ceiling. Epoch expects power to bind before chips do; the IEA says transmission lines take four to eight years and about 20% of planned datacentres could be delayed.

What to watch

Datacentre grid-connection queues. Power cost per training run.

Also feeds it

Sources

  1. 01Epoch AI: Can AI scaling continue through 2030?
  2. 02IEA: Energy and AI, executive summary