In response to challenges with shipping AI-generated code, developers recommend that engineers design the core software architecture themselves while restricting LLMs to implementing specific units. This approach ensures long-term maintainability, though the discussion quickly shifted into a broader critique of the tech industry's declining emphasis on fundamental software design principles. Many engineers expressed frustration over misaligned corporate incentives that prioritize rapid output over internal code quality, leaving teams struggling to review and blindly approve massive AI-generated pull requests.