AI Energy Balance: Efficiency Tempers Demand Surge
- AI demand grows 80-110% by 2030 vs. consensus 165% hype
- Efficiency cuts energy per token 20-40% via hardware/software
- Power capping at 60-80% utilization balances expansion
- Measured growth avoids overbuilds, enables orderly energy transition
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