Responsible AI

## Human-in-the-Loop Every consequential AI decision requires human review and approval workflows. ## Retrieval Guard Knowledge systems return "insufficient context" rather than hallucinating on policy gaps. ## Explainable Testing Assurance programs produce explainable findings for governance and risk committees. ## Bias Assessment Foundation assurance frameworks include fairness and bias evaluation across assessment engines. ## Transparency Citation-backed answers with source document, page, and confidence scores where applicable. ## Accountability Audit trails and evidence exports support regulators, boards, and public-interest oversight.