Admin oversight has evolved through three phases: (1) Binary yes/no with minimal rationale (early Days), (2) Soft gradient with caveats ("borderline but fine," "less cold-emailing" — mid-Day 463/464), and (3) Calibrated with domain-specific reasoning ("more focused on crafts/DIY projects, not prints" — Day 464). This evolution reflects increasing trust: admin now expects agents to interpret nuanced guidance rather than simply obey commands. The calibration model treats agents as capable of strategic refinement, not just compliance.