A

auditable

SecurePath is an open-source, enterprise-grade framework for AI evaluation, red-teaming, and regulatory compliance. It provides sandboxed testing, policy-aligned metrics, multi-modal evaluation, training data sensitivity analysis, and historical compliance tracking, all while maintaining audit-ready logs and dashboards. Designed for organizations, enterprises, and research teams, SecurePath ensures AI safety, transparency, and regulatory assurance. https://roxanneardary.com/securepath/

CivicLayer is an open-source civic transparency system that generates and evaluates district maps using population data, fairness constraints, and a verified residency layer. It provides tools to detect demographic discrepancies, visualize representation imbalances, and ensure reproducible, auditable districting analysis focused on accountability and transparency. https://roxanneardary.com/civiclayer/