The Definitive Guide toAI Data Centers
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The recency layer: material register changes and their decision consequence — each update deep-links into the chapters it updates. Register current through .

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What changed in the register

  • 2026-08-26 power as a share of AI data center operating cost; the largest single opex line at scale: 25-60%~25–65% · Ch 3.3
  • 2026-08-26 cost-per-token / price-performance advantage cited by custom-silicon programs vs merchant GPU: ~30–50%+~30–40%+ · Ch 7.5
  • 2026-08-26 projected industry AI-asset D&A — exceeds combined hyperscaler 2025 profits (CONTESTED): ~$400B/yr~$500B/yr · Ch 16.4
  • 2026-08-26 spot/preemptible discount vs on-demand; the price of transferring interruption risk to the customer: ~60-80% off~60–91% off · Ch 10.9
  • 2026-08-26 Sequoia's annual revenue gap to justify capex (Cahn); widening, not closing, in 2026: $840B~$1.5T lifetime per capex-year · Ch 16.4
  • 2026-08-26 data-center share of PJM's $16.4B capacity-auction cost — the cost-shift driver: ~$6.5B (40%)~$6.3B (38%) · Ch 3.11
  • 2026-08-26 time-to-power: greenfield self-build vs wholesale colo (live 50k+ GPU cluster) vs neocloud: Path- and project-specific~24–36 mo once power is secured (queue adds 4–7 yr in dense hubs) / ~6–12 mo fit-out / days–weeks · Ch 1.6
  • 2026-08-26 reciprocating-engine lead time (needs no boost compression) vs 18–36 mo+ for aeroderivative turbines: 12–18 mo15–24 mo · Ch 4.9
  • 2026-08-24 GPU utilization in a well-orchestrated AI cluster vs ~50-60% traditional enterprise: 85-90%55.2% MFU (named MegaScale run) · Ch 16.3
  • 2026-08-24 QCT GB200 NVL72 QoolRack reference maxima: 45 °C liquid inlet and 65 °C liquid return; separate limits, not a selected operating pair: 45 °C maximum supply; 65 °C maximum return (separate limits)45 °C maximum liquid inlet; 65 °C maximum liquid return (separate limits) · Ch F
  • 2026-08-24 GPU racks deployed at Colossus Phase 1 — implies a sustained ~12 racks/day set-and-cable rate over 122 days: ~1,500 racks~1,563 rack-equivalents; ~12.8/day · Ch 7.15
  • 2026-08-24 HBM as share of DRAM revenue (~30%) vs share of DRAM bits (~8%) — why fabs prioritize it: ~30% / ~8%>30% value / >10% bits (2025 forecast) · Ch 7.6