Developers Learn to Supervise AI: The Framework That Prevents Code Disasters

As AI code generation becomes mainstream, developers face a critical challenge: autonomous AI systems often repeat the same mistakes when context is fragmented. This story reveals how structured oversight—treating AI as a senior engineer rather than an autonomous coder—combined with strict verification protocols, can transform AI from a productivity drain into a reliable collaborator. For development teams, it underscores that AI's real value lies in augmentation with human judgment, not blind adoption.