Comprehensive Learning Ecosystem Performance Simulator

Design a sophisticated simulation framework that models complex interactions within educational ecosystems using agent-based modeling and machine learning techniques. Create a Python-based platform that can simulate various pedagogical interventions, resource allocation strategies, and organizational changes. Implement advanced stochastic modeling to generate probabilistic predictions of systemic outcomes.