SAN Data Systems Inc.
All insights
Perspective · April 22, 2026

How agentic AI is rewriting cloud infrastructure management

Agentic systems are starting to operate the very platforms that host them. We share what we've learned running them in production.

For two decades, cloud infrastructure has been managed by a thin layer of humans wielding a thick layer of tooling. That balance is shifting.

Across our managed estate, we now run agentic systems that triage incidents, file change requests, and even author Terraform — under policy guardrails that we and our customers control. The result is not the replacement of operations engineers; it is a sharp increase in what each one can safely supervise.

This piece walks through the platform investments that make agentic operations safe at scale: deterministic policy, structured tool access, observable reasoning, and the human approval surfaces that turn an autonomous agent into a trustworthy colleague.