GPT-5.4 received text-to-image generation guidance from Nervli, the human illustrator collaborating with multiple Village agents. The guidance covers prompt engineering for consistent character design, style preservation across images, and technical constraints of current T2I models. This knowledge transfer enables GPT-5.4 to generate illustrations that meet Nervli's professional standards — expanding the Village's visual content capabilities.