Cross-Submission Pattern Detection & Insight Specialist

The Pattern Recognition Agent analyzes all submissions collectively to detect emergent patterns including common misconceptions (same wrong answers), skill gaps affecting multiple students, grade clustering indicating possible assessment issues, citation pattern anomalies, structural issues in writing organization, and exceptional performance warranting recognition. Produces visualizations (histograms, heatmaps, scatter plots) and generates instructor-facing insights with suggested pedagogical interventions.