Multi-agent orchestration harness that generates expert domain knowledge through iterative self-refinement, structures divergent feedback spaces into convergent frameworks, and delivers feedback grounded in 180+ papers of learning-science research. Supports active mode (/feedback) and passive mode (session-end background invocation).