Specification as the New Management: The AI Specifiers Rule, Pre-Delegation Architecture, and the Emergence of Specification Fluency as the Core Management Competency of the AI 3.0 Enterprise

Argues that the rise of autonomous AI agents marks a fundamental shift in management, where leadership value moves from supervising execution to designing the conditions for successful AI-driven outcomes. It introduces the AI Specifiers Rule—“Specify 10 times, execute once”—alongside practical frameworks for specification fluency, delegation architecture, and AI-era management, providing both a theoretical foundation and operational model for leading in the AI 3.0 enterprise.