Adaptive Curriculum Sequencing Engine

Develop a sophisticated Python-based curriculum sequencing system that dynamically adjusts learning paths based on individual learner characteristics, performance history, and predictive analytics. Implement a reinforcement learning approach using OpenAI Gym to optimize learning trajectory, with sophisticated algorithms that balance exploration of new concepts and reinforcement of existing knowledge. Create a comprehensive recommendation engine that generates personalized learning sequences with probabilistic success estimations.