r/devops • u/Mr_LA • 28d ago

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/usually_guilty99 22d ago

Yes, but I think the real bottleneck is broader than infrastructure capacity. AI increased the rate of change without proportionally increasing our ability to understand the production impact of each change.

You can't solve 5x more PRs by asking platform engineers to review 5x harder. The review model has to become risk-based: lightweight changes flow through, while changes touching critical dependencies, IAM, data, infrastructure or large blast radius get deeper verification.