Projects with this topic
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TerraTruth is an open-source, comprehensive geological survey database designed to make accurate, verifiable, and accessible Earth science data available to the public. It brings together geological, geospatial, mineral, environmental, seismic, hydrological, paleontological, and other Earth science data while preserving provenance, scientific context, uncertainty, and source attribution. https://roxanneardary.com/terratruth/
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RepairLedger is an open source repair intelligence specification that helps people understand, diagnose, repair, verify, and maintain physical devices, from consumer electronics and appliances to vehicles and industrial equipment. It treats every repair decision as an evidence problem, combining device identification, technical documentation, diagnostic reasoning, parts intelligence, calibration, cost and warranty analysis into one unified record, so you fix what is actually broken and replace only what truly needs replacing. https://roxanneardary.com/repairledger/
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CapitalVault is a locally hosted, secure, open source financial intelligence and automation system designed to help people manage financial accounts, banking instructions, financial goals, account limits, and financial products while keeping humans in control. AI can analyze financial information, identify opportunities, provide recommendations, and prepare actions, but it cannot change financial rules, goals, permissions, or execute unauthorized transactions. CapitalVault combines intelligent automation with deterministic controls, daily reporting, security, auditability, and human authorization to provide transparent and user-controlled financial management. https://roxanneardary.com/capitalvault/
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StructIQ is an open-source, AI-assisted structural engineering platform that combines traditional FEM with real-time AI support to optimize, simulate, and innovate building designs. It features digital twin capabilities, global building code compliance, predictive hazard analysis, advanced visualization, and an education/training mode. Fully modular, future-proof, and licensed under AGPL 3.0+. https://roxanneardary.com/structiq/
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NarrativeLayer is an open-source system that transforms RSS feeds into structured, AI-enhanced discussion threads, combining a traditional feed view with an engagement-ranked forum where content evolves through comments, summaries, and semantic linking. https://roxanneardary.com/narrativelayer/
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Model Verification Layer is a modular system for evaluating, comparing, and validating the behavior of large language models using structured benchmarks, logic consistency checks, cross-model consensus analysis, and policy-aware constraints. It provides a transparent framework for understanding how different AI models perform under identical conditions, enabling more reliable model selection, safer deployment, and user-adaptive decision making. https://roxanneardary.com/model-verification-layer/
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Mindora is an open-source AI tutor that delivers personalized, source-verified lessons across all subjects. With randomly generated AI mentors, interactive visualizations, and local real-world connections, every learning session is unique, engaging, and immersive. https://roxanneardary.com/mindora/
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MindVault is an open modular knowledge infrastructure specification designed as the knowledge layer for autonomous AI systems. It provides a foundation for vector storage, semantic understanding, persistent memory, reasoning preservation, and intelligent retrieval, enabling AI agents and RAG systems to build, manage, and utilize long-term knowledge. https://roxanneardary.com/mindvault/
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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/
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Econexus is an AI-driven modular incentive economy engine that transforms traditional pay-to-play systems into contribution-based ecosystems. It analyzes games and digital platforms, then redesigns their economic structures so that participation, engagement, and meaningful contributions are directly rewarded through configurable modules such as bounties, marketplaces, sponsor funding, and dynamic revenue sharing. https://roxanneardary.com/econexus/
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VitalPattern is an AI-assisted health intelligence specification designed to bring nutrition, fitness, health measurements, laboratory data, goals, and connected devices together into one continuously evolving personal profile. It helps users understand health patterns, track progress, and receive personalized food and exercise recommendations while maintaining user control, data portability, privacy, and transparency. https://roxanneardary.com/vitalpattern/
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MeshCore is a modular, privacy-first infrastructure for managing digital identity, credentials, and secure authentication data across devices. Built as an encrypted, self-hostable system under the AGPL 3.0+ license, it unifies passwords, API keys, secure notes, and identity records into a connected identity graph. Designed with a strict modular architecture, MeshCore supports extensible components for autofill, sync, intelligence, and plugin-based expansion while keeping all sensitive data encrypted and under user control. https://roxanneardary.com/meshcore/
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GovernanceFabric is an open source AI governance specification that provides a structured framework for policy enforcement, continuous monitoring, audit compliance, and accountable AI operations. It enables organizations to build trust into intelligent systems through transparent governance, risk management, evidence tracking, and human oversight. https://roxanneardary.com/governancefabric/
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CryptaVault is a privacy-first, open-source cloud storage system built under the AGPL 3.0+ license that ensures users retain full ownership and control of their data. It uses end-to-end encryption, on-device key generation, compression, deduplication, and distributed storage to minimize storage usage while maximizing security. Designed for cross-device synchronization across mobile, desktop, and web, CryptaVault ensures that no server or third party can access user data in plaintext. Its goal is to make secure, zero-knowledge storage the global standard for personal and professional digital files. https://roxanneardary.com/cryptavault/
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Continuum Companion is a modular, locally hosted, open-source AI wellness and research platform that bridges Eastern medicinal traditions and Western medical knowledge through transparent, source-backed educational guidance. Designed to support - never replace - licensed medical care, the platform provides AI-assisted research, integrative question-and-answer systems, wellness planning, and private research archiving while prioritizing privacy, evidence transparency, and ethical AI development under the AGPL-3.0+ license. https://roxanneardary.com/continuum-companion/
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CodeTraceAI is an open-source AI system that merges concepts, protocols, and ideas from multiple repositories, generating fresh, modern code while ensuring ethical attribution. Every proposed merge is human-approved, and notice.md is automatically updated to credit only the contributors whose code is included. With integrated testing, security checks, license compliance, CI/CD pipelines, and continuous AI learning, CodeTraceAI turns collaborative ideas into reliable, up-to-date software. https://roxanneardary.com/codetraceai/
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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/
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ChangeCore is a content intelligence system that continuously improves web pages by detecting outdated information, tracking relevance shifts, and aligning content with real-world truth and evolving user intent. It combines multi-agent analysis, external data ingestion, and AI search visibility optimization to ensure content remains accurate, discoverable, and useful over time. https://roxanneardary.com/changecore/
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CargoSphere is a modular open specification for commercial maritime intelligence, connecting port infrastructure, asset records, ownership structures, operators, trade relationships, risk analysis, and economic data into a unified intelligence framework. Designed for extensibility, CargoSphere enables organizations to build transparent systems for understanding the assets, entities, and networks that drive global commerce. https://roxanneardary.com/cargosphere/
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Atlas Privacy Layer is an open-source geospatial privacy framework that enables programmable control over how satellite and map imagery is rendered, transformed, and protected at the tile level. It provides a modular pipeline for applying masking, scrambling, synthetic terrain replacement, and AI-assisted object detection to sensitive regions defined by user-controlled geofenced boundaries. Designed for self-hosted deployments under the AGPL-3.0+ license, Atlas acts as a privacy-aware intermediary between raw Earth data and mapping applications, giving developers fine-grained control over what is visible in spatial imagery systems. https://roxanneardary.com/atlas-privacy-layer/
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