Why AI Raises the Value of Senior Engineering Judgment

AI increases engineering throughput, but it does not replace the judgment required to understand systems, prioritize work, and own outcomes. The interview argues that demand is shifting toward senior engineers who combine technical fundamentals with product thinking, autonomy, communication, and architecture awareness. It also distinguishes simply prompting AI from directing it with context, constraints, and active review. Technology leaders should adapt hiring and team design to assess reasoning, ownership, and AI supervision rather than relying primarily on stack-specific expertise or coding output.