~/talk

How the Data Center Shapes the Workload

Talkat Ray Summit 2026 · 2026-08-24..08-26· [distributed-systems]
links:none on file
slides:none on file

Describes a fleet manager implemented as a state machine from power‑on and multi‑day burn‑in to Kubernetes admission that filters silent stragglers before customers see nodes, runs end‑to‑end production workloads to bake in optimal env vars and PCIe/topology fixes, and earns NVIDIA exemplar status by training half a dozen LLMs. Calls out topology facts: NVLink 72 racks today with a roadmap toward 576, prefer InfiniBand within the same scale unit, and ask about SHARP-enabled switches.

AI-written summary · about

  1. 0:00Introduction and setup
  2. 1:10CPU and GPU collocation
  3. 3:58Networks in data centers
  4. 5:02Backend network and topology
  5. 7:11NVLink impact on AI workloads
  6. 8:58Switches as computers
  7. 10:01nscale control center
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.