Ramp runs GPU-powered AI inference continuously on Amazon ECS. This post walks through how Ramp’s infrastructure team moved those GPU workloads onto Amazon ECS Managed Instances: the architecture pattern, Terraform implementation, and the lessons learned migrating 50 to 60 EC2 instances.