Responsible AI

## Human-in-the-Loop Every consequential AI decision requires human review and approval workflows. ## Retrieval Guard RAG systems return "insufficient context" rather than hallucinating on policy gaps. ## Explainable Testing RedLabs produces explainable red-team findings for model risk committees. ## Bias Assessment AI Assurance Lab includes fairness and bias testing across assessment engines. ## Transparency Citation-backed answers with source document, page, and confidence scores. ## Accountability WORM audit trails with cryptographic evidence exports for regulators.