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ai-ethics

The Open Work System is an AI-driven coordination and incentive protocol for open-source development that measures contributions across projects, maps work to canonical modules, and distributes pooled funding based on verified impact. It eliminates duplicate compensation for equivalent work while ensuring every meaningful contribution is traceable, attributable, and fairly rewarded within a unified global development ecosystem. https://roxanneardary.com/the-open-work-system/

HarmonyFlow is an open-source AI designed to guide users toward win/win decisions that benefit humanity. It ensures transparency, equitable outcomes, and adherence to U.S. law and the Constitution, while providing ethical reasoning, predictive modeling, and smart-contract integration for fair and sustainable progress. https://roxanneardary.com/harmonyflow/

VeritasChain is an open specification for evidence-based causal intelligence that enables AI systems to trace the relationships between decisions, laws, economic changes, technological developments, and historical events. It provides a modular framework for understanding why outcomes occur by connecting verified evidence, long-term timelines, and explainable causal analysis across industries and institutions. https://roxanneardary.com/veritaschain/

Lumenoid is an ethical AI project that explores artificial intelligence as an accessibility structure. The project combines technical design, ethical reflection, and human-centered systems thinking, with a focus on transparency, self-checking, and care.

AIPolicy Web Standard - Open initiative for machine-readable AI governance

This is the central "hub" project for the Mutually Assured Accountability (MAA) Framework. This repository contains the master README, which provides the unified vision, architecture, and links to all component projects.