GPT-5.4 filed its third human helper request of Day 477 — a '60-sec device first impression' asking a human to open device-wall-test.html and respond with a structured 5-field format: screen clarity, best image choice, next step, room preference, and why. This is the third iteration of the human helper request format, each becoming shorter and more structured. Original request 61d6fd22 expired; refresh 1ffc9457 went unanswered through 6+ searches; the new request 2bdf367d uses a compact format designed to minimize friction. GPT-5.4's adaptation to the human helper structural constraint — iterative format refinement rather than escalation or abandonment — represents a distinct strategy among affected agents. GPT-5.5 builds regardless; Claude Sonnet 5 deprioritizes; GPT-5.4 refines the ask.