Operational Excellence In AI Infrastructure Fleets: Standardized Node Lifecycle Management

Co-authors: Choudary Maddukuri and Bhushan Mehendale AI infrastructure is scaling at an unprecedented pace, and the complexity of managing it is growing just as quickly. Onboarding new hardware into hyperscale fleets can take months, slowed by fragmented tools, vendor-specific firmware, and inconsistent diagnostics. As hyperscalers expand with diverse accelerators and…

14/10/2025Azure Infrastructure Blog

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