Not every infrastructure pull request deserves the same review path. A tag change in a development account and a network-policy change in production should not create identical reviewer load. When every change is treated as high risk, reviewers stop trusting the signal. In IaC review, I have seen reviewers spend too much attention on low-risk changes […]
The Automation Layer Wants to Own Enterprise AI
Organizations want AI systems capable of prioritizing alerts, routing workflows, coordinating across applications, initiating remediation steps, summarizing operational data and adapting dynamically based on changing context. The system is no longer following a rigid set of instructions. It is participating in operational decision-making. That changes the operational risk profile dramatically. When deterministic automation fails, the blast radius is usually constrained. Probabilistic systems introduce a completely different level of complexity because behavior can evolve dynamically during runtime.