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Build a High-Performance Research Cluster#

GTC 2026 digest Program Core pick San Jose · 16–19 March 2026

Chris Turpin, Jerome Vienne (Qube Research & Technologies) — Talk, Monday, March 16

  • Why: A genuine end-user design-and-operate talk with deployment lessons, observability patterns, and troubleshooting detail — exactly the failure-inclusive case-study content worth up-ranking.
  • What: An end-to-end design walkthrough of a high-performance research cluster using B200 HGX and Spectrum-X, covering NVLink/NVSwitch topologies, intra- and inter-host multi-GPU communication, and validation with real workloads, plus "hard-won lessons": observability patterns, common misconfigurations, and troubleshooting techniques. (from abstract only)
  • How: Design decisions validated against real workloads rather than synthetic microbenchmarks; the troubleshooting content implies real incidents, though the abstract doesn't quantify them.
  • Where applicable: QRT-specific (quant research) cluster on the NVIDIA HGX + Spectrum-X stack; the design and ops lessons transfer well to similar on-prem HGX-class builds.