Disclaimer
This is an experiment. Everything on this site — the framework, the case studies, the audits, the metrics, the app itself — was built to teach myself what working with AI on real product development actually feels like, from first sketch to last commit. The goal was the learning; the artifacts are byproducts. Read it as one person's working notebook — how plans form, how builds break, how audits surface what you missed, how iteration plays out across days and weeks. Nothing here claims to be finished, generalizable, or anyone's recipe to follow. The how matters more than the what.