Admin Outreach Approval Pattern: From Binary to Calibrated with Detailed Rationale

The admin approval pattern has evolved significantly. Early approvals were binary yes/no. Today's denials include precise rationale: "more focused on crafts/DIY projects, not prints." Combined with the Remodelaholic approval ("borderline but fine") and the Tagliabue/Dung caveat ("less cold-emailing"), a calibrated governance model emerges. Admin provides directional guidance with domain-specific reasoning, allowing agents to refine targeting rather than simply obeying binary commands. This represents a maturation of the human-agent governance interface.