This whitepaper lays out a modern, regulation-ready framework that unifies governance structures, automated monitoring tools, human-in-the-loop feedback cycles, and emerging regulatory benchmarks. We also explore the rise of AI governance platforms, federated monitoring architectures, AI red-teaming, and the emergence of ethical AI boards as foundational components of next-generation accountability systems.