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VINGuard is an open-source, VIN-based vehicle transparency platform that helps buyers and sellers access clear, verifiable vehicle history before a purchase is made. It aggregates accident records, title status, ownership history, maintenance logs, and AI-driven fraud detection into a unified transparency score, creating a more trustworthy and data-driven used car marketplace. https://roxanneardary.com/vinguard/

A structured-truth engine that transforms raw court records into verifiable, bias-resistant factual timelines. Uses authenticated document hashing, chain-of-custody validation, and a transparent metadata schema to ensure every extracted fact is fully traceable back to the source record. Built with a modern, open tech stack and released under AGPL-3.0+ with required attribution to Roxanne Ardary and roxanneardary.com. https://roxanneardary.com/constitutiontrace/

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/

CodexAtlas – A hybrid AI platform connecting the world’s legal systems. Builds a global legal knowledge graph with internal predictive reasoning and public-facing summaries. Adaptable to any jurisdiction, ethically excludes juvenile matters, and supports research, education, and government analysis. https://roxanneardary.com/codexatlas/

Umbrix is a commercial-grade, open-source VPN designed for full network obfuscation, multi-node chaining, and AI-assisted adaptive privacy. It masks everything from IP and location to device telemetry, provides cross-platform support, and includes advanced features like multi-hop routing, stealth traffic transforms, decentralized node management, and post-quantum-ready cryptography. Built for maximum anonymity, Umbrix ensures your online activity remains invisible, secure, and untraceable. https://roxanneardary.com/umbrix/

Ledger Watch is an open-source financial data infrastructure project that organizes publicly available market information—such as trades, SEC filings, corporate actions, and economic events—into a structured, verifiable system. It connects entities like individuals, companies, and institutions to market events through a transparent data model designed for analysis, research, and pattern discovery. The system emphasizes neutrality, reproducibility, and strict reliance on public, source-backed data rather than speculation or inferred intent. https://roxanneardary.com/ledgerwatch/

TerraRoam is an open-source, AI-powered travel intelligence platform built for safe and intelligent exploration across roads, trails, and remote destinations. It combines vehicle-aware navigation, camping and activity discovery, verified reviews, offline-first maps, and a real-time AI co-pilot into one unified system. Designed under the AGPL-3.0+ license, TerraRoam is modular, self-hostable, and built to continuously evolve through community and AI-assisted development. https://roxanneardary.com/terraroam/

ShellFinder: Where Hidden Companies Come to Light — An open-source forensic AI platform that tracks OTC companies, mapping founders, officers, subsidiaries, assets, and networks. ShellFinder uncovers hidden ownership structures, shell companies, and suspicious activity, providing transparency and investigative insights for investors, researchers, and regulators. https://roxanneardary.com/shellfinder/

PulseNode is an open-source platform that gives every industry its own AI-driven persona, delivering real-time insights, innovation reports, and trend analysis. Each industry has a dedicated URL, customizable frontend, and unique voice, allowing users to experience industry intelligence as if the sector itself were speaking. Open-source and AGPL 3.0+ licensed, PulseNode empowers researchers, executives, and enthusiasts to stay informed, explore emerging trends, and make data-driven decisions. https://roxanneardary.com/pulsenode/

PathAI – Compliance Made Simple is an open-source AI-powered cloud platform for fleet management. It automatically tracks GPS data to generate compliance reports, optimize routes, predict maintenance needs, and improve driver safety. With real-time alerts, predictive analytics, and automated reporting, PathAI simplifies fleet operations, ensures regulatory compliance, and provides actionable insights for managers and drivers. https://roxanneardary.com/pathai/

NextState is an open-source AI platform that empowers citizens to track, calculate, and optimize dividends from state-owned resources. Inspired by Alaska's Permanent Fund, it puts government profits back into the hands of residents, promoting transparency, equity, and informed decision-making. The platform provides personalized dashboards, AI-driven projections, migration and policy simulations, and comparisons between states based on dividends, education, healthcare, and cost of living. Advanced features include financial planning integration, predictive analytics, gamification, and sustainability metrics. https://roxanneardary.com/nextstate/

LexiTown is an open source, real-time, multilingual chat platform with adaptive AI that learns community-specific slang, shorthand, and code. Designed as a modern digital town square, it fosters safe, inclusive, and engaging conversations across communities worldwide. The AI continuously self-improves, translating accurately while preserving each community’s unique voice. https://roxanneardary.com/lexitown/

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/

EarthMesh is an open-source environmental intelligence platform that combines AI and sensor networks to monitor air quality, water quality, rainfall, flooding, soil health, noise pollution, and other critical environmental conditions in real time. Designed for cities, communities, and researchers, it provides predictive analytics, open data dashboards, and citizen participation tools to support transparency, environmental protection, and disaster preparedness. https://roxanneardary.com/earthmesh/

Carenex is an open-source, HIPAA-compliant AI platform that helps users find the best and most cost-effective health insurance plans. It provides personalized recommendations, predictive claims outcomes, multi-state coverage comparisons, and insurer accountability tracking. Users can securely upload denied claims, explore detailed policy fine-print, and make informed decisions based on official, verified data. Carenex empowers transparency, security, and actionable insights for all types of insurance. https://roxanneardary.com/carenex/

AxonBot is an open-source, industry-agnostic robotics and IoT platform that connects, automates, and monitors any device the user selects. With end-to-end encryption, AI-assisted workflows, and modular extensibility, AxonBot supports multi-robot coordination, predictive automation, and real-time analytics across industries such as manufacturing, smart agriculture, logistics, and medical robotics. Fully open-source under AGPL 3.0+, AxonBot empowers developers and organizations to securely deploy customizable robotic solutions while maintaining compliance and sustainability. https://roxanneardary.com/axonbot/

Open Arsenal project key ingredients.

RAISE – AI Vigilance for a Safer Tomorrow is an open-source AI early warning system that predicts hazards, delivers actionable alerts, and engages communities. Modular, globally deployable, and ethically governed, it supports floods, storms, wildfires, disease outbreaks, and more. https://roxanneardary.com/raise/

OrePulse is an open-source platform that maps and tracks all magnetic minerals—including magnetite, iron sands, and rare earth elements—across the United States. Combining geospatial LIDAR data, corporate intelligence, and predictive analytics, OrePulse provides interactive maps, dashboards, and network visualizations of mines, companies, and key personnel. Designed for transparency, research, and public engagement, it connects geology with technology, allowing users to explore mineral resources, production data, and corporate networks. https://roxanneardary.com/orepulse/

BurpAlert is an open-source AI platform for comprehensive volcano monitoring. It tracks seismic activity, gas emissions, thermal anomalies, eruptions, and subtle volcanic sounds like gurgles, burps, and hiccups. The platform predicts volcanic activity, issues real-time alerts, and provides advanced dashboards, simulations, and citizen science tools for researchers, emergency responders, and educational purposes. https://roxanneardary.com/burpalert/