Trends, Roadmaps & the Future

The megawatt you can energize, and the date it arrives, now gates frontier AI capacity — the substation and the interconnection queue sit upstream of the GPU.

Power, cooling, silicon, fabric, and storage replatform on overlapping three-year clocks set by one accelerator cadence; the planning question is which irreversible substrate to over-build before the density step lands.

Algorithmic efficiency, orchestration, and power-aware scheduling move unit economics more than any hardware generation, and demand absorbs every gain; a software stack frozen at commissioning leaves you power-bound and under-utilized.

A multi-trillion-dollar build levers long-dated capital against the shortest-lived collateral ever financed at this scale; the outcome turns on cost per energized watt, debt against depreciating silicon, and revenue arriving before depreciation.

Supercycle, digestion, or bubble; mega-campus or distributed inference; firm clean power on time or late — 2026 commitments are bets on which 2030 arrives, priced in stranded silicon, substations, and balance sheets.