The Definitive Guide toAI Data Centers
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  • 2026-10-19 Illustrative 3.0 MW power package, 2N versus 4N/3: ten-year cost at equal usable load: Cost tie: about $3.6m each; required operating states decide → Cost tie: about $11.9m each; operating states decide · Ch 12.1
  • 2026-10-19 Derived keys enumerated in Gu et al.’s tested Hopper GPU-CC implementation: 44+ keys → 44 derived keys
  • 2026-10-19 Company-reported hyperscaler fleet PUE, mixed cooling: AWS 1.14 (2025), Google 1.09 TTM (Q2 2026), Meta 1.08 (2024), Microsoft 1.17 (FY2025): 1.08–1.14 → 1.08–1.17 · Ch 15.2
  • 2026-10-19 Platform voltage-droop improvement from backside power on Intel's PowerVia test chip, which also gained 6% in frequency: ~30% → >30% · Ch 7.12
  • 2026-10-19 NCCL all_reduce bandwidth Together AI expected on a 400 GB/s fabric (2024 rule of thumb); a golden-node baseline decides: ≈370 of 400 GB/s (~92%) in Together AI's published cluster-testing rule of thumb; the project baseline and declared tolerance set the gate → ≈370 of 400 GB/s (~92%) · Ch 10.5
  • 2026-10-19 Size a host pool from CPU service demand — result and flip threshold: 29 required cores; 100 GB host state. The 32-core pool passes the screen; its CPU ceiling is about 110 requests/s. → 29 required cores; 100 GB host state. The 32-core pool passes the screen; its CPU ceiling is 112 requests/s. · Ch 7.8
  • 2026-10-19 HPE GB200 NVL72 secondary-loop flow from a guide heat balance (115 kW liquid, OCP 7.5–12 °C rise): ~165–236 L/min → ~140–220 L/min (water); ~144–230 L/min PG25 · Ch 7.13
  • 2026-10-19 Worked example result: throughput passes, recovery misses its limit by 30 s: HOLD: 1,050 tokens/s passes; 150 s recovery exceeds the 120 s limit by 30 s. Retest the full release after repair. → Not accepted: 1,050 tokens/s passes; recovery takes 150 s against a 120 s limit (30 s over). Retest the full release after repair. · Ch 7.14
  • 2026-10-19 DC-SCM puts BMC, RoT and TPM on a pluggable module; Rev 2.2 (September 2025) is the current specification: DC-SCM 2.0 → DC-SCM Rev 2.2 · Ch 11.4
  • 2026-10-19 Eclypsium reported roughly 1,000 internet-exposed instances in a Shodan search associated with its MegaRAC Redfish investigation; exposure is not confirmed exploitability of every instance: 1,000+ → ~1,000 exposed instances
  • 2026-10-19 Most a prewarmed split pool can cost per minute, against $1 for aggregated, when it passes 97 vs 95 requests: Assumed: $1 per provisioned minute per candidate, including reserve → ≈$1.021 per minute ($97/95; ≈2.1% premium) · Ch 10.11
  • 2026-10-19 Worked case inputs: fixed program cash, saving per matched device, committed volume and service window (guide teaching budgets): Design $300M + software $60M + integration $40M; sustaining $20M/year; delay reserve $40M; 3-year service window; 40,000 service-equivalent devices (30,000 downside); merchant $50,000/device; custom $35,000/device; delayed window 2 years. → $500M fixed program cash; $15,000 saving per device; 40,000 devices (30,000 downside) over a 3-year window · Ch 7.5