K2F Academic Paper — AI-Native Aesthetic Design Purpose Teach agents to blueprint publishable manuscripts before layout: a sharp contribution claim, venue-appropriate structure, mapped evidence, and design intent that reads like a serious journal—not a generic essay or oversized blog post. Built on K2F This skill produces manuscripts as packages. Follow the k2f skill for authoring: unpack or init a workspace, edit the semantic tree, run pack/verify, then export. K2F keeps agents on meaning (section roles, arguments, figures)—not pixel coordinates—while the engine compiles layout, typography,…