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Insights

Perspectives on the infrastructure behind AI.

Engineering thinking on power, cooling, GPU infrastructure and performance.

Featured editorial
Vol. 04 / Issue 19
Stainless steel liquid cooling manifold and secondary distribution loop
Liquid Cooling · 8 min read

Practical considerations for direct-to-chip deployment, coolant distribution units, secondary fluid loops, and facility water integration at scale.

Dr. S. KulkarniPrincipal Thermal Systems

Showing 9 of 9 articles

  • Electrical switchgear and UPS panels
    Power & Efficiency

    How rack power density shapes electrical architecture

    · 6 min read
    Grid load dynamics
  • GPU server rack clusters
    AI Performance

    Beyond installed hardware: what really drives GPU utilisation

    · 7 min read
    Compute efficiency
  • Enterprise GPU server racks
    AI Performance

    Measuring inference: tokens per second, latency and energy per output

    · 5 min read
    Inference telemetry
  • Modern enterprise server aisle in perspective
    Networking

    Ethernet or InfiniBand for AI clusters?

    · 8 min read
    Fabric topologies
  • Engineers reviewing drawings in a data hall
    GPU Infrastructure

    Retrofitting existing facilities for AI workloads

    · 6 min read
    Brownfield conversion
  • Aerial view of a hyperscale data centre campus
    Standards & Compliance

    Commissioning an AI data centre: from systems testing to sustained load

    · 9 min read
    Commissioning QA
  • Long data hall aisle with rows of server racks
    Power & Efficiency

    PUE beyond the headline number: what to measure in liquid-cooled halls

    · 7 min read
    Efficiency metrics
  • Liquid cooling distribution manifold
    Liquid Cooling

    Rear-door heat exchangers or direct-to-chip? Choosing a path to 100kW racks

    · 8 min read
    Hybrid cooling
  • Quiet modern glass-fronted facility corridor
    Standards & Compliance

    Reading ASHRAE thermal guidelines for liquid-cooled hardware

    · 6 min read
    Thermal guidelines
Showing 9 of 9 engineering papers
Technical briefing

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Quarterly perspectives on AI infrastructure, thermal engineering, and power architecture.

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