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SDD

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/

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/

CapitalScope is an open source specification for structured venture financing that combines AI-assisted business evaluation, market demand analysis, emerging technology forecasting, predictive modeling, risk scoring, and cost analysis. It provides Venture Capitalists with a deterministic framework for evaluating and financing Enterprise Creators through transparent lending rules, fixed 4% interest, predictable repayment, and principal-linked interest elimination. https://roxanneardary.com/capitalscope/

BalanceSeal is an AGPL 3.0+ cryptographic audit module for cryptocurrency exchanges and digital wallets that generates a verifiable, time-frozen snapshot of all user assets at the moment an account is terminated. It aggregates on-chain and off-chain balances, reconciles holdings across systems, locks market pricing at the termination timestamp, and produces tamper-evident reports for compliance, auditing, and transparency. https://roxanneardary.com/balanceseal/

TaxLensUS is an open-source AGPL-3.0+ system that analyzes U.S. corporate tax filings from SEC disclosures and combines them with public economic data to model how tax policy changes affect small businesses. It extracts structured tax data from financial reports, builds a tax policy knowledge graph, and uses AI-driven analysis to generate evidence-based impact reports with transparency and confidence scoring. https://roxanneardary.com/taxlensus/

PublicLaunch is an open-source AI-powered market intelligence platform that quantifies market behavior through historical analysis, IPO research, hype detection, manipulation-risk assessment, and probabilistic outcome modeling. Designed for researchers, analysts, journalists, regulators, and investors, PublicLaunch helps identify unusual market activity, compare current events to historical patterns, and evaluate stocks, cryptocurrencies, and public market launches using transparent, data-driven methodologies. https://roxanneardary.com/publiclaunch/