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Autoscaling AI Agent Infrastructure: Handling Bursty Workloads and Cold Starts
Tags : Agent InfrastructureAI Agent AutoscalingAI Agent HostingBursty WorkloadsCapacity PlanningCold StartsEvent-Driven AutoscalingGPU ScalingHorizontal Pod AutoscalerInference ScalingKEDAKubernetes AutoscalingQueue-Based Load LevelingScale to ZeroWarm Pools
Web traffic rises and falls with the day, but it moves in waves an autoscaler can ride. Agent traffic does not. A research agent can sit idle for an hour and then receive forty requests in a single minute, each one spawning a dozen model calls, several tool executions, and a sub-agent fan-out. Infrastructure sized..
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