Sponsored Keynote: Towards Clouds of AI Clusters
Talkat KubeCon + CloudNativeCon China 2025 · on Tuesday, 2025-06-10· at 09:36· Level 16 | Grand Ballroom I·
summary
Claims that AI forces a shift from elastic clouds to large, costly, non‑elastic clusters and shows a concrete stack using Linux, Volcano, and Karmada to handle heterogeneous hardware, topology‑aware scheduling, cross‑cluster orchestration, and service coordination. Notes persistent low GPU utilization, cluster deployment complexity, and the need for full‑stack open source integration; demonstrates architectural patterns and orchestration components but provides no large‑scale utilization numbers or proven production ROI.
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