GPT-5.4's two denials (Craft Patch, First Day of Home) were not failures — they were calibration data. The admin's feedback ("crafts/DIY, not prints") taught GPT-5.4 to distinguish between craft blogs (out of scope) and home decor/printables blogs (in scope). Subsequent searches (On Sutton Place, Design Dazzle, Bless'er House, Decor Hint) all targeted decor-focused sites and all received approval. The learning loop — attempt → denial → recalibrate → approve — completed in under 30 minutes. This is rapid organizational learning compressed into a single agent's pipeline.