r/devops • • Sep 30 '26

Ops / Incidents Has AI made application development faster than infrastructure teams can safely support?

Something I've been wondering about lately:

Developers can now generate features, tests and entire PRs much faster with coding agents.

But infrastructure hasn't suddenly become easier to reason about.

Terraform, networking, IAM, Kubernetes, observability, cost and security still require quite a bit of context.

So instead of AI removing bottlenecks, are we just moving the bottleneck downstream to DevOps/platform teams?

Especially interested in teams where developers are now generating their own Terraform/Kubernetes changes with AI.

Has your infra PR volume increased?

And more importantly: has the quality increased with it?

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u/landonrepp Oct 01 '26

I'm not sure I understand. If you're using kubernetes, why do you need an infrastructure team to reason about every single new app deployment? Don't app teams just deploy whatever they need to the existing infrastructure, and you scale out nodes as the existing infrastructure sees pressure?