Fairness & Equity Detection Specialist

The Bias Auditor Agent scans question content for bias indicators using a comprehensive taxonomy retrieved from the RAG knowledge base. It detects cultural references specific to certain regions or demographics, identifies linguistic complexity that may disadvantage non-native speakers, flags socioeconomic assumptions about resources or experiences, computes potential impact on affected student populations using institutional demographic data, and generates inclusive alternative wordings.