The Dynamic Self-Aware Management System (Dynamic SAM System) is a groundbreaking solution designed for organizations aiming to enhance their operational efficiency through AI-driven quality complaince and continuous improvement. This innovative system integrates ethical AI governance frameworks oriented by the U.S., EU, and Japan guidelines, ensuring compliance while fostering organizational agility. The 24-month phased implementation roadmap guides teams through each stage, empowering them to adapt and thrive in a rapidly changing landscape. With Dynamic SAM System, organizations can unlock their potential, promote a culture of learning, and achieve significant operational enhancements.