Review one exact AWS EC2 rightsizing recommendation using scanner-prepared provider, live-resource, utilization, candidate-capacity, compatibility, and financial evidence. The scanner owns pagination, normalization, metric arithmetic, projections, and deterministic fit checks. The agent owns business context, future-usage risk, interpretation of incomplete evidence, and the final action decision. The blueprint never invents a target and never mutates resources.