Generator Generator

Suppose you need to produce a physical set of Agile Workshop Tokens for your development team. Forty distinct pieces: planning poker chips embossed with Fibonacci values, sprint coins, retrospective cards, role medallions. You have two ways to ask an AI for help. The first way: ask a generative model to show you what an Agile Workshop Token looks like. It obliges. You receive a pleasant render of a melted-looking coin bearing the legend "SCRROM MSTR." It has no dimensional accuracy, no awareness of Agile methodologies, and no manufacturing utility whatsoever. This is the Nano Banana approach — prompting a black-box model to spit out a singular, static artifact. It yields a statistically probable object frozen in time: zero parametric control, no hierarchical semantics, and a complete ignorance of physical constraints. It is an artifact stripped of its axioms. The second way is the subject of this essay. Instead of asking for a token, you ask the AI to design the classical procedural gr