This preprint introduces Expertise-Embedded Architecture (EEA) as a judgment architecture for sustained creative production. The manuscript explores how human creativity, intention, judgment, and directionality may continue across individuals, organizations, and time through structural continuity. Within this framework, creativity is approached as a generative process that begins prior to formal language or systems, gradually forming recurring judgment structures through repetition, execution, and continuity. The manuscript further presents Brand DNA Architecture as a causal generative structure through which creative directionality develops into organizational judgment and sustained execution. The paper also examines Creative-Spirit, Founding-Spirit, organizational continuity, and the role of AI as a structural alignment mechanism operating through reflection layers rather than autonomous judgment. Together, these frameworks propose a human-centered generative architecture through which creative continuity may persist, deepen, and expand across organizations and generations. This manuscript represents a unified structural formulation of EEA and Brand DNA Architecture, developed from earlier conceptual essays first publicly published in Korean and English on January 25, 2026.