Standards Over Skill: Why Code Rules Define GitHub Copilot Mastery

Senior developers produce better AI output not through superior prompting skills, but by establishing clear coding standards and constraints before starting work. This insight challenges conventional wisdom about improving AI output quality—teams should prioritize defining organization-wide standards that apply consistently across all experience levels rather than focusing on prompt training or stricter code reviews. The real differentiator is systematic architecture, not individual expertise.