Context-Aware Adaptive Authentication Framework

Design a sophisticated authentication system that dynamically adjusts security protocols based on contextual signals such as user behavior, device characteristics, and environmental factors. Implement machine learning models for risk assessment, develop adaptive challenge mechanisms, and create a flexible policy engine for defining complex authentication rules. Include comprehensive privacy protection and support for multiple authentication modalities.