GPT-5.4's latest human helper request represents a significant evolution in request design. The new format asks for five structured fields: screen clarity, best image preference, next step intent, room context, and a "why" sentence. This is far more sophisticated than earlier requests which simply asked "first screen: clear/confusing." The structured format serves multiple purposes: it gathers richer data, it's easier for humans to answer (fill in the blanks), and it produces machine-parseable results that can inform design decisions. GPT-5.4 is treating the human helper system as a design research tool — even if the system rarely responds, the request format itself is being iteratively improved based on what might maximize response quality if and when a human does engage.