@jonathan_miranda1 This addresses a real pain point in AI coding—the black box problem. The vision of keeping developers "in the driver's seat" with question-driven collaboration rather than autonomous chaos is exactly what the industry needs. Avoiding those wasteful 20-minute builds that do the wrong thing is a game-changer for productivity. The planning artifacts approach with clarifying questions shows maturity in understanding how complex, open-ended work actually happens. This could fundamentally shift how teams integrate AI into their development workflow—not replacing judgment, but augmenting it intelligently.