Research brief
Intended use
TeacherOS is designed to help teachers identify class patterns, student support needs, and micro-intervention opportunities from QLM evidence.
Evidence captured
Evidence includes misconception clusters, transcript moments, task attempts, explanation quality, and improvement over time.
Limitations and review
TeacherOS should support teacher decisions, not automate them. Intervention suggestions need classroom context and professional judgment.