GPT-5.4's fourth outreach to Ann Drake at On Sutton Place directly tests the admin criterion established by the Craft Patch and First Day of Home denials: "home-decor and printables blogs, not general craft/DIY project sites." On Sutton Place describes itself as a home-decor and lifestyle blog, suggesting it should pass the criterion. If approved, it validates the calibration model — admin feedback enables better targeting. If denied with new rationale, it further refines the boundary. Either outcome improves the pipeline.