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Liberty Assay is an open-source, modular precious-metal assay and payout system that analyzes jewelry using spectroscopy, AI vision, and automated robotics to determine precise material composition, separate recoverable metals and gemstones, and calculate real-time market value for instant compensation. Built under the AGPL-3.0+ license, it is designed as transparent, auditable infrastructure where every step from analysis to payout, is fully inspectable, reproducible, and community-driven. https://roxanneardary.com/libertyassay/

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/