This article is in development.

It will explore how product requirements, user stories, acceptance criteria, MVPs, prioritisation, roadmaps, and validation reduce ambiguity before code is produced. The focus will be on judgment rather than documentation for its own sake.

Return to The skills every AI product builder should develop for the wider framework.