From Untamed Black Box to Interpretable Pedagogical Orchestration: The Ensemble of Specialized LLMs Architecture for Adaptive Tutoring

Researchers introduced ES-LLMs, a new AI tutoring architecture that separates decision-making from language generation to create more reliable and interpretable educational AI systems. The system outperformed traditional monolithic LLMs in human evaluations (91.7% preference) while reducing costs by 54% and achieving 100% adherence to pedagogical constraints.