T

transparency

The Interpretation Layer is a modular, human-in-the-loop AI system that transforms structured moral interpretations of textual passages into modern, grounded human narratives. It uses a transparent pipeline where AI suggests ethical meanings, humans validate the intended moral, and the system generates narrative outputs based on that selection. Designed for auditability and neutrality, it functions as a computational layer between text and meaning rather than an authority on interpretation. https://roxanneardary.com/the-interpretation-layer/

Open Arsenal provides open, self-hosted software specifications designed for deployment across private and public networks. Built for portability, interoperability, and transparency, each specification gives organizations the freedom to implement and customize solutions without vendor lock-in while remaining free to use under the AGPL-3.0+ license with required attribution. Specification Branding Licenses available upon request. https://roxanneardary.com/open-source-projects/

OpenHighway is an open-source civic transparency platform designed to track how highway funding moves from its original sources—such as taxes, tolls, and federal allocations—through government agencies, contracts, and contractors, all the way to completed infrastructure projects. It provides a unified, auditable system for visualizing revenue, spending, and project outcomes to improve public accountability in transportation infrastructure. https://roxanneardary.com/openhighway/

Magistrate Title Services is an open-source, AGPL-3.0+ platform that modernizes real estate title and escrow processes using a hybrid blockchain architecture, AI-powered verification, and encrypted data systems. It combines public blockchain transparency with permissioned legal recordkeeping to improve security, reduce fraud, and increase trust in property transactions. https://roxanneardary.com/magistrate-title-services/

CommonVote System is an open-source, distributed voting infrastructure protocol designed to enable secure, verifiable, and jurisdiction-adaptable elections. It uses end-to-end encryption, cryptographic identity verification, and one-time voting tokens to ensure ballot integrity while preserving voter privacy. The system separates identity, voting, and audit layers, with blockchain-based immutable vote recording and a compliance-driven jurisdiction plugin model that allows states and countries to define legal election rules without modifying the core cryptographic system. https://roxanneardary.com/commonvote-system/

Observatori independent de subvencions i contractes públics a Catalunya. 336.000 entitats, 19.5M registres, codi obert.

ResponseOS is an open-source platform for reproducible clinical research analysis that re-examines medical studies to identify what truly drives patient outcomes. It aggregates and normalizes clinical trial data, applies Bayesian and meta-analytic methods to measure treatment effects against placebo signals, and highlights areas requiring further biological investigation. Designed for transparency and auditability, ResponseOS builds a continuously updated knowledge system where all analyses are versioned, reproducible, and open to scientific scrutiny under the AGPL-3.0+ license. https://roxanneardary.com/responseos/

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/

Vexa is a privacy-first, human-in-the-loop AI orchestration platform that connects and automates enterprise tools through a secure, auditable control layer. It enables users to build and execute multi-step workflows across systems like Slack, Jira, and Salesforce while enforcing strict privacy controls, zero-trust data handling, and full execution transparency through explainable, replayable actions. https://roxanneardary.com/vexa/

The Distributed Economic Governance System is an open-source AGPL 3.0+ modular AI platform designed to analyze, simulate, and make transparent the structure, risk, and accountability of economic and organizational systems. It models business operations, liability exposure, ownership structures, and systemic dependencies to help identify fragility, improve transparency, and support transitions toward more accountable and resilient forms of enterprise through simulation-based reasoning rather than assumption. https://roxanneardary.com/distributed-economic-governance-system/

Chainly is an open-source AI-powered data flow intelligence system that traces what happens to user data after login events across the web. It builds evidence-based graphs of how information moves between first-party services, third-party vendors, and data brokers, revealing real-world data sharing that is often hidden behind privacy policies. By combining network tracing, graph analysis, and AI-driven entity resolution, Chainly turns invisible post-login data propagation into a transparent, auditable system. https://roxanneardary.com/chainly/

MediLens is an open-source, real-time global database tracking pharmaceutical recalls for prescription drugs, biologics, and vaccines. It provides detailed medication profiles, official recall information, and company safety assessments, all publicly accessible. Users can explore trends, receive alerts, and analyze safety ratios, promoting transparency and accountability in the pharmaceutical industry. https://roxanneardary.com/medilens/

OriginScope — From Launch to Ledger — Tracked. An open-source crypto database mapping every coin’s origins, founders, white papers, social media promoters, and risk history. Flags past busts and provides lineage, transparency, and insight for investors, researchers, and the crypto community. https://roxanneardary.com/originscope/

MediscopeLedger is an open-source platform that provides full transparency in healthcare by combining verified product and provider data, AI-powered patient and provider insights, procedure pricing, and compliance monitoring. Patients can compare providers by total cost, safety, and outcomes, while providers receive automated alerts for pricing transparency and regulatory compliance. Built for accessibility, safety, and trust, MediscopeLedger empowers informed healthcare decisions. https://roxanneardary.com/mediscopeledger/

DividenCity is an open-source platform that enables cities, states, and the federal government to implement a resource-backed Universal Basic Income (UBI) system. By automatically tracking revenue from public resources, industry use of public property, and government budget surpluses, DividenCity distributes fair, transparent dividends to verified citizens. The platform is modular, scalable, and citizen-focused, featuring customizable local/state payouts, educational dashboards, and public transparency tools. https://roxanneardary.com/dividencity/

CommonsProtocol is an open-source civic transparency platform that provides a public, auditable infrastructure for political campaigns, governments, and civic organizations. It enables real-time visibility into donations, spending, and governance finances through a federated, append-only ledger system designed for accountability, trust, and public oversight. https://roxanneardary.com/commonsprotocol/

FiscalTruth is an open-source civic watchdog platform that provides full transparency into state and public spending. It aggregates budgets, contracts, and financial records into a unified system with AI-driven anomaly detection, interactive visualizations, and secure whistleblower reporting tools. Built under the AGPL 3.0+ license, it empowers citizens, journalists, and researchers to track public funds, uncover inefficiencies, and promote accountability in government spending. https://roxanneardary.com/fiscaltruth/

Vendra is an open-source, modular operating system for smart vending infrastructure. Designed to power the next generation of automated retail, Vendra combines machine management, inventory intelligence, AI optimization, payments, analytics, and customer engagement into a flexible platform built for transparency, interoperability, and data ownership. Licensed under AGPL-3.0+, Vendra enables operators and developers to build, customize, and extend smart vending solutions without vendor lock-in. https://roxanneardary.com/vendra/

GapVision is an open-source platform that tracks, analyzes, and visualizes compensation data across industries to highlight and close gender pay gaps. Using AI, predictive analytics, and community contributions, it provides actionable insights for employees, companies, and policymakers while maintaining full transparency and privacy. Empower change, benchmark equity, and drive fair pay worldwide. https://roxanneardary.com/gapvision/

ClearSignal is an open-source platform that maps telecom companies, infrastructure, ownership hierarchies, board members, regulatory filings, financials, and network coverage worldwide. It provides researchers, regulators, and the public with a transparent, interactive, and verifiable database to study networks, corporate structures, and assets. https://roxanneardary.com/clearsignal/