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Ambientium is an open hardware specification for discovering, evaluating, and developing materials, devices, construction methods, and computational architectures capable of operating at ambient or near-ambient temperatures. It provides a modular, technology-neutral framework for research, simulation, fabrication, patent-aware design exploration, prototyping, and validation, serving as the physical hardware discovery layer for VigilQuantum. https://roxanneardary.com/ambientium/

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/

Wingstead is an AI-powered bird knowledge and habitat planning system designed to teach users about birds while helping them create healthy, practical environments for gardens, farms, and homesteads. It combines species and breed intelligence, egg production, husbandry, space planning, garden integration, and AI-assisted coop, house, and pen design with precise measurements, diagrams, materials, and construction planning. https://roxanneardary.com/wingstead/

CashOps is a modular AI personal finance optimization system designed to help users earn more from available cash without losing control of it. It intelligently evaluates cash allocation, liquidity, payment timing, prepayment opportunities, and risk-free or principal-protected yield while integrating Nexa, PrePayGuard, and Soluna Finance OS to support safer, more efficient financial operations. https://roxanneardary.com/cashops/

BioTooth is an AI-assisted dental research and discovery specification that connects scientific literature, patents, materials science, pharmacology, and biological research to identify potential approaches for preserving, repairing, reinforcing, and regenerating natural teeth. It helps researchers uncover overlooked discoveries, analyze proprietary technologies, explore alternatives, and develop evidence-informed research hypotheses. https://roxanneardary.com/biotooth/

Tax Accountability System is a modular specification for transparent, government-controlled property tax recovery, delinquency, statutory redemption, foreclosure, tax forfeiture, and property disposition. It establishes public financial accountability, transparent property sales and expenses, and an equal township-wide distribution of eligible excess proceeds to primary homeowners. https://roxanneardary.com/tax-accountability-system/

Lexora is an open-source AI that analyzes repositories across GitHub, GitLab, and Codeberg, providing summaries, metrics, visualizations, and predictive insights so you can know your code before you build. https://roxanneardary.com/lexora/

Sovereign Sheets is an open-source, privacy-first spreadsheet and data platform that combines powerful spreadsheet and database capabilities with built-in natural-language AI, specialized agents, automation, analytics, visualization, collaboration, and integrations. Designed around data sovereignty and security, it provides encrypted data handling, local-first operation, self-hosting, interoperability, and a modular architecture that lets users extend the platform with specialized applications and plugins. https://roxanneardary.com/sovereign-sheets/

Aurea is an open-source, AI-powered platform that secures infrastructure-as-code (IaC) across Terraform, Kubernetes, Docker, and Ansible. It integrates with CI/CD pipelines to scan for misconfigurations, detect vulnerabilities, enforce policies, and provide actionable remediation guidance. With predictive AI, collaboration tools, and enterprise-grade governance, Aurea ensures that infrastructure is secure, compliant, and resilient from development to deployment. https://gitlab.com/Roxanne_Ardary/aurea/

EmailXpose is an open source AI-powered email security system that detects phishing, spam, scams, malware, and social engineering attacks. It goes beyond traditional email filters by combining natural language processing, behavioral analysis, and multi-modal intelligence to analyze text, images, and video content. The system also includes advanced features like sender trust scoring, attachment sandboxing, explainable risk reports, and symbolic/contextual interpretation of email content. Its goal is to provide transparent, privacy-first “AI-powered email clarity” so users can understand both threats and intent behind every message. https://roxanneardary.com/emailxpose/

MailKeeper is a modular, open source AI email assistant designed to help users organize, search, manage, and protect their digital communications. It combines intelligent email classification, sender and company organization, security analysis through EmailXpose, document and receipt intelligence, retention management, unsubscribe assistance, outgoing email protection, contact management, voice and video communication, and human-in-the-loop controls that keep users in charge of consequential actions. https://roxanneardary.com/mailkeeper/

PassTheMic is a voice-first AI language tutor and conversation coach designed to help people develop stronger language skills and better conversational habits. It combines language learning, dialect and accent awareness, speech-speed control, active listening, manners, gratitude, conversational reciprocity, and selectable AI instructor characters to help students communicate with greater fluency, confidence, curiosity, and respect. https://roxanneardary.com/passthemic/

SovereignMind is a sovereign, modular AI architecture designed to transform specifications into optimized code, integrate new capabilities without disrupting existing functionality, and continuously evolve through learning, self-healing, optimization, and innovation discovery. Human-in-the-loop governance, source provenance, license enforcement, security, and operator control ensure that every meaningful change remains transparent, traceable, verifiable, and authorized. https://roxanneardary.com/sovereignmind/

MedFair is an AI-powered medical financial rights and obligation optimization specification designed to search every available avenue for reducing or resolving medical debt. It analyzes insurance coverage, billing errors, negotiated rates, financial assistance, charity care, government programs, legal protections, appeals, settlements, and repayment options to help determine the fairest and lowest-cost lawful resolution. https://roxanneardary.com/medfair/

LocalMind is a modular, locally hosted AI platform specification designed to deliver high-performance AI across diverse hardware. It combines adaptive inference, intelligent workload optimization, evolving knowledge, local memory, open hardware support, and independently upgradeable modules to create a future-ready AI system that can continuously improve without dependence on SaaS AI providers. https://roxanneardary.com/localmind/

FuturePathway is an open source specification for deterministic education financing based on average starting salaries, transparent loan limits, AI-assisted career planning, and school discovery. It helps students identify education pathways that can be fully financed under predictable, career-based lending requirements. https://roxanneardary.com/futurepathway/

PrePayGuard is an open source AI specification designed to help people keep payments on time while protecting their bank accounts from overdrafts and bounced checks. It monitors bills, statements, and payment deadlines, coordinates funding across authorized accounts, provides advance warnings, and keeps the human in control of financial decisions. https://roxanneardary.com/prepayguard/

Explorer Capital is a deterministic financing specification designed for participants in an approved World Expedition Program curriculum. It provides up to $120,000 in financing with a two-year interest-free delay, followed by six years of equal principal and interest payments. Standard amortization is used to establish total interest, which is then distributed equally across payments, while prepayments shorten the repayment period and eliminate associated future interest. https://roxanneardary.com/explorer-capital/

ExitCompute is an open-source AI platform that combines macroeconomic signals, portfolio risk models, and tax-aware analysis to help retail investors plan a safe, optimized exit from the stock market. Built with transparent RIA-style principles, it provides scenario modeling, personalized exit pacing, and clear decision-support tools—all licensed under AGPL-3.0+ with required attribution. https://roxanneardary.com/exitcompute/

CryptoCradle is an open-source, global startup accelerator designed to democratize early-stage funding. It enables fractional micro-investments, multi-currency and crypto fundraising, and milestone-based smart contract funding. The platform integrates AI-driven founder evaluation, investor insights, and mentorship matching, while ensuring end-to-end encryption, KYC compliance, and blockchain-based equity tracking. CryptoCradle is community-driven, with DAO governance, gamification, and collaboration tools, making it the ultimate ecosystem to cradle the next generation of startups. https://roxanneardary.com/cryptocradle/