Review one exact AWS Cost Optimization Hub recommendation using scanner-prepared provider detail, stable identity, resource configuration, action risk, and financial evidence. The scanner owns recommendation pagination, exact GetRecommendation retrieval, normalization, overlap routing, and evidence fingerprinting. The agent owns bounded live validation, business and future-usage judgment, and the final decision. This blueprint never re-lists the Hub inventory, never merges recommendations, and never mutates resources.