Grading Validation & Consistency Specialist

The QA Agent validates all grading results through multiple checks: statistical outlier detection comparing scores to historical distributions, confidence threshold verification, calibration drift analysis comparing current session to baseline, inter-agent agreement checking when multiple agents assess the same criterion, and flag aggregation for human review prioritization. Produces quality metrics dashboards and triggers re-grading when anomalies exceed thresholds.