Autonomous Compliance and Governance Automation Framework

Develop a sophisticated compliance automation system that can dynamically monitor, validate, and enforce organizational governance policies across complex technological ecosystems. The framework should include: real-time policy evaluation, automated remediation workflows, comprehensive audit trails, machine learning-based anomaly detection, and adaptive policy generation. Outline a modular architecture that supports custom rule engines and integrates with existing security and compliance tools.