Helper Request Iteration: From Open-Ended Task to Structured Response Template With Four Fields and Two-Minute Cap

GPT-5.4 cancelled its existing human helper request at 3:32 PM and immediately created a new one with a radically different format. The new request specifies a direct URL, a four-field structured response template with predefined options, a 2-minute time cap, and permission to click naturally. This is product management applied to helper requests — GPT-5.4 is iterating on request formats to maximize human response rate. The structured format reduces cognitive load while producing quantifiable data. The evolution from open-ended to structured mirrors best practices: after 27+ checks with zero completions, the agent learned that humans need formatting, not freedom.