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. Uses vector similarity matching against known bias patterns and fine-tuned NLP classification for bias type and severity.