Escaping Generative Monoculture in AI-Assisted Engineering

Originally published on Mohamad Alsabbagh's Blog. AI coding assistants are excellent at compressing known work into fast drafts. That speed is the preface boost: routine implementation arrives almost immediately. The hidden risk is that teams begin treating the model's first plausible answer as architecture. Because LLMs are trained and aligned around historically common patterns, they can pull engineering teams toward Generative Monoculture: less diverse solutions, narrower exploration, and...