Red Hat AI

Autoscaling AI Inference Supporting Infrastructure

Interactive demo•4 mins•May 10, 2026

  James Harmison

Explore how Red Hat AI enables autoscaling inference to dynamically handle changing demand. This demo highlights how models can scale seamlessly based on workload needs, delivering consistent performance while optimizing GPU and infrastructure usage.

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About the author of this page

James Harmison, Staff Field Engineer, Red Hat headshot

James Harmison

Staff Field Engineer

A Red Hatter since 2019, James' past experiences include IT infrastructure engineering, cyber security and traditional system administration. He built infrastructure as code and ran tooling in Linux containers for several years, spent two more years as an incident responder and threat hunter on...