Advanced Rate Limiting with Adaptive Throttling Strategy

Create a sophisticated rate limiting mechanism for a Laravel API that implements adaptive throttling based on user roles, request types, and dynamic load conditions. The system should automatically adjust rate limits in real-time, provide granular control over different endpoint categories, and include machine learning-inspired predictive throttling that prevents potential denial of service scenarios while maintaining optimal system performance.