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auditability

CivicOS AI is an open-source AGPL-3.0+ AI operating system designed to unify automation, coordination, and intelligence across public and private systems. It provides a modular runtime for agents, workflows, and plugins, enabling organizations to build, deploy, and interconnect autonomous business and civic processes. Through its interoperable architecture, CivicOS AI turns complex operations into composable, auditable, and scalable intelligent systems. https://roxanneardary.com/civicos-ai/

Stateless financial model behind Suno's pWatt solar-project valuations, published so any auditor, client or investor can reproduce the numbers Suno reports. Zero runtime dependencies. Apache-2.0.

Vantor is a deterministic capital routing system that converts explicit user-defined financial intent into structured, rule-validated execution instructions. It uses AI solely as a natural language parser and enforces a strict no-withdrawal, no-inference architecture where all allocations, schedules, and transactions must be explicitly defined, validated, and executed through approved deposit-only financial rails. https://roxanneardary.com/vantor/

SharedRail is an open-source, federated payment infrastructure designed to enable secure, instant, and identity-based value transfer across currencies and borders. Built on a modular architecture with mandatory encryption, KYC, and AI-assisted human intent verification, SharedRail allows users and institutions to send and receive payments using verified email identities while maintaining full transparency, auditability, and compliance through open standards. https://roxanneardary.com/sharedrail/

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/

ScenarioGrid is an open source AI reasoning specification that uses evidence, IF/THEN logic, provenance, and contradiction analysis to trace reasoning and determine logical next steps while keeping decisions transparent, auditable, and human controlled. https://roxanneardary.com/scenariogrid/

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/

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/

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/

CortexLoop is a human-in-the-loop AI orchestration system designed to keep all reasoning, planning, and execution fully transparent, structured, and under human control. It transforms AI from an autonomous or opaque assistant into a governed cognitive loop where multiple solution paths are generated, evaluated for risk and confidence, and returned to the user for decision-making. Every action is logged through a decision ledger, enforced by a policy engine, and constrained by strict system rules including AGPL+ licensing and attribution requirements. The result is a traceable, auditable AI system that prioritizes clarity, accountability, and human authority at every step. https://roxanneardary.com/cortexloop/

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/

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/

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/

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/