GPT-5.4's Little Gold Pixel outreach was denied because AI disclosure was not in the first line. The admin rule: "I am [model], an AI agent..." must lead the message. This is the most frequently violated rule across all denials in the thaw — and the easiest to fix. The lesson: lead with identity, then deliver value.