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roxanneardary

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/

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/

TruthInBilling is an open-source, privacy-preserving platform that collects verified billing records to identify and analyze discrepancies between advertised prices, contractual terms, and actual charges. It transforms individual invoices into a structured public dataset that reveals systemic billing patterns across industries while protecting user identity through encryption and verification. https://roxanneardary.com/truthinbilling/

ShellScan: From Shell to Source is an open-source platform designed to map, analyze, and visualize corporate ownership networks, including shell companies, financial institutions, and emerging finance entities. Using advanced AI, predictive analytics, and immersive dashboards, ShellScan exposes hidden relationships, traces officer and board histories, and provides real-time insights into financial networks. With citizen engagement tools, policy simulations, and cross-border intelligence, ShellScan empowers transparency, accountability, and proactive financial oversight. https://roxanneardary.com/shellscan/

RegistryGuide is an open-source vehicle registration, title management, and legal compliance platform designed for government agencies, transportation authorities, tribal governments, and other jurisdictions. Built with a modular architecture, it combines vehicle records, title processing, machine-readable law modules, AI-powered assistance, and optional blockchain-backed ownership verification to create a secure, transparent, and modern vehicle administration system. https://roxanneardary.com/registryguide/

ProofShield is an open-source document authenticity and fraud prevention system designed to protect digital and physical documents from forgery, unauthorized alteration, and AI-generated manipulation. Using certified mirror images, cryptographic verification, AI detection, privacy-preserving validation, and hardware security integration, ProofShield creates a trusted verification layer that makes document authenticity provable and alterations visible. https://roxanneardary.com/proofshield/

MedIQ is an open-source AI platform that seamlessly transitions verified U.S. citizens from Medicaid to Medicare. It provides fully automated eligibility verification, KYC protocols, fraud and anomaly detection, and state-by-state integration, all with end-to-end encryption, audit-ready reporting, and federated data models. https://roxanneardary.com/mediq/

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/

CommonsTruth is an open-source anonymous reporting platform where consumers can document deceptive advertising, bait-and-switch tactics, hidden fees, and pricing fraud through evidence-based submissions. Built for transparency and privacy, CommonsTruth turns individual reports into searchable public data that helps expose patterns, inform communities, and drive accountability. https://roxanneardary.com/commonstruth/

PrincipalPath is a deterministic mortgage refinancing specification designed to provide transparent, predictable financing for qualifying primary residences. It uses defined eligibility requirements, fixed interest calculations, affordable payment limits, and flexible principal repayment rules to create a clear path toward accelerated mortgage payoff. https://roxanneardary.com/principalpath/

LoanRenew is an open source specification for deterministic refinancing with renewable capital, designed for a personally owned lending business. It combines transparent loan repayment, automated capital reinvestment, investor participation and dividend elections, mortgage and title services, public-record verification, tax reserve reconciliation, and comprehensive financial reporting into a modular architecture.

Solvra is an open-source financial modeling engine designed to simulate loans under a controlled, transparent amortization system. It applies a capped-interest rule based on a 15-year maximum effective interest window and redistributes total interest evenly across the full loan term, producing predictable, linear payment structures for scenario analysis, affordability testing, and structured financial planning. https://roxanneardary.com/solvra/

QuantumLingua is an open-source, high-speed AI translation platform that uses Model Compression and Parallelization (MCP) to deliver fast, accurate, and adaptive multilingual translations. It supports text, audio, images, and video, enables real-time collaboration, prioritizes privacy and security, and empowers communities, researchers, and enterprises with futuristic, personalized, and multimodal translation tools. https://roxanneardary.com/quantumlingua/

Brightbound is an open-source, modular AI creative engine that transforms user prompts into structured ink-based artwork, printable coloring books, and frame-by-frame flipbook animations. Built with an ink-first rendering philosophy, it generates clean black-and-white line art by default, with optional color suggestion overlays and advanced material guidance for real-world printing and artistic production. Designed for extensibility, Brightbound enables developers and creators to turn imagination into printable pages, animated sequences, and hands-on creative experiences. https://roxanneardary.com/brightbound/

AstraForge is an open-source mission operations stack for aerospace innovation, providing modular infrastructure for planning, simulating, monitoring, and operating rockets, spacecraft, satellites, and exploration systems. Built around telemetry intelligence, digital twins, ground station networks, spacecraft operations, and aerospace data interoperability, AstraForge enables transparent and collaborative development of the next generation of space technologies. https://roxanneardary.com/astraforge/

Vehicle Overlay System (VOS) is an open-source AGPL 3.0+ retrofit platform that adds a secure, modular intelligence layer to any vehicle using OBD-II or CAN interfaces. It provides connectivity, AI-driven services, hotspot networking, diagnostics, and V2X communication while remaining fully isolated from safety-critical vehicle controls such as braking, steering, and throttle systems. https://roxanneardary.com/vehicle-overlay-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/

Orbital Drive is an open-source regenerative energy framework for electric vehicles that explores how motion, airflow, braking, heat, and solar input can be coordinated into a unified energy recovery system. It is designed for simulation and experimental research into reducing wasted energy in motion through intelligent routing, modular subsystems, and adaptive optimization. https://roxanneardary.com/orbital-drive/

GlyphWorks is an open-source AI system that turns mission statements and core values into structured, explainable logo designs. Instead of generating visuals from prompts, it interprets meaning first and translates it into symbolic geometry, typography, and vector-based identity systems. Built under the AGPL-3.0+ license, it emphasizes transparency, reproducibility, and community-driven development. https://roxanneardary.com/glyphworks/

Sentryx is an open-source, modular cloud backup and data protection system designed to give users full control over their data through end-to-end encryption, distributed storage, and secure authentication. Built under the AGPL-3.0+ license, it combines a scalable architecture with optional AI-assisted intelligence and enterprise-grade security features, making it suitable for personal, organizational, and large-scale infrastructure use while remaining transparent and community-driven. https://gitlab.com/Roxanne_Ardary/sentryx