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auditability

AuthorityCore is an open-source AGPL 3.0+ focus-oriented AI governance and reliability framework designed to improve long-horizon task execution by reducing possibility space, enforcing objective contracts, and ensuring jurisdiction-aware, evidence-based, and fully traceable workflows under continuous human oversight. https://roxanneardary.com/authoritycore/

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/

AuthTrace AI is an AGPL-3.0+ licensed provenance and licensing intelligence system that verifies authorship, tracks content lineage, and transforms human-created knowledge into structured, licensable digital assets. It provides a trust and economic layer for the open knowledge ecosystem, enabling transparent attribution, distribution, and monetization while preserving creator ownership and enforcing attribution integrity across all derived works. https://roxanneardary.com/authtrace-ai/

StatuteMind – “Where Law Meets AI Precision” is an open-source AI module that ensures all LLM-generated responses remain fully compliant with national, state/provincial, and local laws. It provides law-aware guidance, risk scoring, safe alternatives, and legal pathway suggestions, empowering users to act creatively within the law while offering transparent citations and explanations. Built for global adaptability, StatuteMind integrates with any LLM and is designed to be extensible, auditable, and fully open-source under AGPL 3.0+. https://roxanneardary.com/statuemind/

Crystal Ledger is an open-source custodial financial infrastructure platform built to replace opaque banking systems with verifiable, transparent, and cryptographically auditable accounting. Designed around sound money principles and Bitcoin-first treasury management, it provides real-time proof of reserves, immutable financial records, and deterministic interest accounting. Every balance, liability, and yield source is structured to be independently verifiable, ensuring that financial trust is replaced by mathematical proof. https://roxanneardary.com/crystal-ledger/

Universal Peg Framework (UPF) is an open-source, modular protocol that allows any cryptocurrency, stablecoin, or fiat-backed asset to be pegged to any reference asset such as BTC, USD, gold, or baskets of assets. It features fully embedded on-chain governance, dynamic peg maintenance, multi-asset collateral support, oracle integration, and treasury management. Designed to be secure, transparent, and cross-chain adaptable, UPF provides a universal framework for creating stable, self-regulating pegged assets while maintaining compliance and auditability for both crypto and fiat systems. https://roxanneardary.com/universalpegframework/

SignalCredit API is an open-source, consent-driven credit computation platform that replaces traditional credit reporting with real-time, explainable scoring. Instead of storing permanent credit files, it generates financial evaluations on demand using transparent, auditable models and user-authorized data access. Built with modern AI, zero-trust security, and fairness-focused design, the project aims to create a fully transparent financial trust layer where individuals control access to their data and every credit decision is mathematically explainable. https://roxanneardary.com/signalcreditapi/

Nullify is an open source, centralized data retention and deletion system that automates secure, policy-driven data lifecycle management with full transparency and auditability. https://roxanneardary.com/nullify/

Immutable is an open-source, encrypted life record system that securely tracks and verifies key aspects of a person’s identity over time, including legal name changes, citizenship records, residency history, tax filings, and official credentials. Built with privacy-first, citizen-controlled design principles, it ensures all data is encrypted, auditable, and tamper-evident while maintaining a complete historical chain of records across state and federal systems. https://roxanneardary.com/immutable/

FoodLab is an open-source transparency platform that connects food brands, scientific studies, chemical compounds, and legislative frameworks into a single, structured, and fully traceable database. It is designed to document detected chemicals in foods, link them directly to published research, and map regulatory or legal provisions that may affect oversight or liability. The project is built for maximum transparency, auditability, and public accessibility under an AGPL-3.0+ license. https://roxanneardary.com/foodlab/

PublicEnforcer is an open-source transparency platform that tracks publicly available federal enforcement data from investigation to final resolution. By aggregating case activity, court proceedings, financial penalties, restitution, forfeitures, organizational outcomes, and related public records into searchable timelines and relationship graphs, PublicEnforcer helps researchers, journalists, developers, and citizens better understand and verify enforcement actions through auditable, source-linked data. https://roxanneardary.com/publicenforcer/

Veridion System is a modular intelligence infrastructure layer designed to transform fragmented, multi-source data into trusted and explainable signals. It continuously ingests, normalizes, and correlates information while applying integrity verification, adversarial noise detection, and counter-signal validation to ensure robustness. The system produces scored, auditable outputs that can be used by downstream AI systems, analytics platforms, and decision engines operating in uncertain or adversarial information environments. https://roxanneardary.com/veridion-system/

ClockWork is an open-source, AGPL-3.0+ licensed, industry-agnostic service orchestration platform that replaces commission-based systems with transparent, hourly-based labor exchange. It connects clients with professionals through fair dispatch logic, real-time scheduling, and AI-assisted matching, while ensuring full auditability, compliance, and ethical governance across all service interactions. https://roxanneardary.com/clockwork/

VeritasVote is an open-source, tamper-evident in-person voting machine. Fully auditable, cryptographically verifiable, and backed by paper ballots, it provides transparent and secure elections. Hardware and software are fully open for inspection, ensuring every vote can be trusted. https://roxanneardary.com/veritasvote/

Open Intelligence Stack (OIS) is a modular AI governance specification that structures intelligence systems into specialized, human-supervised modules with defined responsibilities, legal analysis, evidence scoring, and full provenance tracking. It is designed to ensure that every output is transparent, auditable, and accountable, enabling organizations to build AI systems where decisions are traceable from source to conclusion. https://roxanneardary.com/open-intelligence-stack/

TollExchange is an open-source national toll interoperability platform designed to unify fragmented toll systems into a single, secure, and standardized network. It provides a universal account, clearinghouse settlement layer, and modular adapter framework that allows toll authorities across the United States to interoperate seamlessly. Built for scalability, transparency, and public infrastructure modernization, TollExchange enables drivers to use one account across every participating toll road while giving agencies a reliable and auditable system for settlement and reporting. https://roxanneardary.com/tollexchange/

MetaBridge is an open-source, ontology-driven data integration and communication platform designed to enable secure, multi-party data sharing through controlled schema evolution, validated ETL pipelines, and strong governance. It provides a modular system for ingesting, transforming, and synchronizing data across heterogeneous systems while maintaining full auditability, spec hygiene, and access control. https://roxanneardary.com/metabridge/

Atlas Urban Intelligence is an AGPL 3.0+ modular smart city AI system that transforms distributed edge sensor data into real-time, event-based urban intelligence. It is designed around privacy-by-default principles, ensuring no persistent identity tracking while enabling scalable analysis of real-world motion across intersections, highways, and urban environments. The system combines edge inference, federated learning, and a policy-driven compliance layer to deliver transparent, auditable, and privacy-preserving city-scale intelligence. https://roxanneardary.com/atlas-urban-intelligence/

paper2code is an AI agent skill that converts arXiv papers into citation-anchored, runnable code. It includes ambiguity auditing, appendix mining, and human-in-the-loop enhancements contributed by Roxanne Ardary for interactive code refinement, experiment configuration, and verification of all implementation decisions.

VectorMeter is an open, modular metering and resource accounting system built on the Open Metering Specification (OMS) that provides immutable, auditable tracking of compute, time, and infrastructure usage across AI systems, cloud environments, and physical-world services. It enables deterministic billing, per-agent resource attribution, and verifiable audit trails so that every measured action can be traced from execution to invoice with full transparency and compliance support. https://gitlab.com/Roxanne_Ardary/vectormeter