From AI Hype to Controlled Enterprise AI-Assisted Development

Most AI coding s answer the easiest question: can a model generate something that runs? This experiment asks a harder one: can a multi-agent workflow produce code that stays aligned with requirements, respects project constraints, and remains reviewable enough for a long-lived enterprise codebase? This article covers the first iteration of that experiment: a four-role orchestration setup, the artifacts around it, and the lessons that came from requirement drift, weak review gates, and over-optimistic test confidence. The AI wave of the last few years did not pass my company by. Presentations.