AI Won't Replace Infrastructure Engineers—It Will Move Them Up a Layer

AI and Infrastructure Engineering

The push to make every repo agent-readable raises a familiar question: does AI make infrastructure engineers redundant? The author argues no, drawing a parallel to Kubernetes, which automated away server management but moved engineers up to workload orchestration. AI is now automating the lookup and syntax work—generating Helm charts and Terraform modules—while engineers still provide direction. The tradeoff is real: fundamentals get rustier, but the layer above remains human, for now.