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IDCA research shows that as much as 13% of US cloud usage comes from abandoned yet still-running zombie workloads, while FinOps vendors such as Broadcom and AWS estimate that overall cloud waste often reaches 25% to 30% or even higher. GPUs are more expensive than CPU cores, and idle GPUs turn inefficiencies that were once just a rounding error on the bill into real costs. Graziano Casto of Akamas says that in the LLM era, the cost of ignoring inefficiency has risen by an order of magnitude almost overnight. Kubernetes is evolving to support AI workloads, but the related work is still in its early stages.
IDCA research shows that as much as 13% of US cloud usage comes from abandoned yet still-running zombie workloads, while FinOps vendors such as Broadcom and AWS estimate that overall cloud waste often reaches 25% to 30% or even higher. GPUs are more expensive than CPU cores, and idle GPUs turn inefficiencies that were once just a rounding error on the bill into real costs. Graziano Casto of Akamas says that in the LLM era, the cost of ignoring inefficiency has risen by an order of magnitude almo
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