There are two shapes of AI output: paintings and blueprints . Paintings are finished. To change one, you regenerate it. Blueprints are structured. To change one, you edit a part. Both shapes are useful. They just do different jobs. The Painting Analogy Commission a painter. Get a painting. Now ask the painter for the same painting, but with the tree slightly to the left. What you get back is a different painting . The sky is a different blue. The horizon shifted. The brushstrokes don't match. You didn't edit the first painting. You commissioned a new one and hoped the artist remembered. You can't nudge a painting. That's one shape AI output can take, and a lot of valuable AI output has it. The Other Shape: Blueprints A blueprint is structured. It's measured, labeled, and broken into parts you can change one at a time. Code is a blueprint. HTML is a blueprint. A Figma file is a blueprint. A typed function with input and output schemas is a blueprint. A spreadsheet with formulas is a blueprint.…