~/panel

Keynote Panel: Hardwares & Accelerators

Panelat PyTorch Conference 2025 · 2025-10-22..10-23· [large-language-models]
name:D Patel
links:none on file
name:S Zhou
links:none on file
name:P Salanki
links:none on file
links:none on file
links:none on file
slides:none on file

Panel argues big deals close by repeatedly delivering scale and reliability, not magic: negotiating aligns three trains—data center & energy, hardware delivery, and customer timing—and large contracts trigger deeper scrutiny. Demand skews to inference and usage; neo‑clouds win by designing for failure, using telemetry and 20% spare pool plus automated detection and hot replacement with burn‑in. Specifics: an open source inference‑max benchmark compares cost per million tokens, Nvidia GPUs sell at ~4.5x markup, GB200 ships to neo‑clouds earlier than hyperscalers.

AI-written summary · about

  1. 0:00Welcome
  2. 7:25NeoClouds disrupts AI cloud
  3. 17:10Memory needs with vendors
  4. 21:39Nvidia vs AMD GPU pricing
  5. 23:03Data center locations
  6. 29:17Closing
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