We Spent 15 Years Automating Infrastructure. Now We’re Automating Decisions

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DevOps spent 15 years automating deterministic infrastructure tasks — provisioning, CI/CD, Kubernetes, GitOps. AI is now pushing automation into a fundamentally different territory: operational judgment. Unlike deterministic automation, AI-driven systems make probabilistic decisions about incident response, vulnerability prioritization, and remediation, introducing new failure modes that are interpretive rather than procedural. This shifts the blast radius of automation failures and demands new governance frameworks. Platform engineering teams are evolving into governance bodies that define trust boundaries, approval chains, and escalation policies for autonomous AI systems. The core argument is that automating decisions is categorically different from automating tasks, and the industry must address governance, operational sovereignty, and human oversight rather than treating AI as just another efficiency layer.

7m read timeFrom devops.com
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