AI + Prototyping
ToolsI'vebuilt,notjustused.
The fastest way to understand a design material is to build with it, not just specify it. These tools came out of a deliberate practice: pick a problem, write the spec, prototype with AI as a collaborator, and ship. Not to add to a portfolio, to train the muscle.
Each one sharpened something different: how to prompt for outcomes not output, how to design graceful fallbacks when the model is wrong, and how to build experiences that feel intentional rather than generated. Four projects. One methodology: AI + Prototyping.







