Where this shows up In the channel's material, format transformation sits in the later stages of the writing life. The writers featured treat AI as something that touches “research, ideation, drafting, editing, distribution” — and reshaping a finished piece for a new format or audience is where the distribution and production side of that system comes into play. The consistent frame is that AI is a system to engineer, not a magic button: transformation work is done with prompts, taste, and guardrails, so the reworked output stays publishable and still reads as the writer's own voice.