S

SBL

MeshUnion is a modular communications and archival infrastructure designed to connect individuals, businesses, organizations, and independently operated nodes through optional federation. It combines end-to-end encryption, participant-controlled keys, searchable communication history, independent storage, AI assistance, and portable archives while allowing each host to maintain control over its own users, policies, data, and network relationships. https://roxanneardary.com/meshunion/

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/

LoyalCredit is an open source, relationship-based credit specification that rewards reliable repayment with progressively greater access to capital. Through its Credit Trust Ladder, borrowers can move from secured lending toward unsecured credit by demonstrating consistent payment performance, while late payments reduce trust and default permanently ends the lending relationship with that business. https://roxanneardary.com/loyalcredit/

NexusGrid is a modular, provider-neutral connectivity specification that gives users, devices, vehicles, and edge AI systems the freedom to connect to the best available network based on location, availability, performance, cost, security, and user-defined preferences. It supports dynamic switching across Wi-Fi, cellular, satellite, mesh, and other connectivity technologies while reducing vendor and provider lock-in. https://roxanneardary.com/nexusgrid/

DealSignal is an AI-driven real estate investment specification designed to help investors identify, evaluate, and prioritize property flipping opportunities. It combines property analysis, market signals, cost estimates, profit projections, and investment criteria to support faster, more informed acquisition and renovation decisions. https://roxanneardary.com/dealsignal/

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/

LivingTrust Standard is an open source specification for independently established living trusts built around stable income, capital preservation, predictable distributions, standardized cost-of-living support, deterministic beneficiary succession, and generational continuity. https://roxanneardary.com/livingtrust-standard/

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/

CharityLens is an AGPL-3.0+ open-source AI system designed to help individuals and organizations plan, validate, and execute charitable fundraising campaigns with transparency and structure. It combines campaign strategy, trust verification, legal compliance, digital PR, donation optimization, and impact tracking into a unified operating layer for modern philanthropy. https://roxanneardary.com/charitylens/

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/

Distributed Manufacturing Infrastructure is an open-source specification for transforming traditional manufacturing plants into shared, rentable industrial facilities. It combines AI-assisted facility conversion, manufacturing and engineering resources, equipment rental, advanced scheduling, financial management, quality control, intellectual property protection, shipping and fulfillment, and facility management to make manufacturing capacity more accessible without requiring businesses to own an entire factory. https://roxanneardary.com/distributed-manufacturing-infrastructure/

The Better Path is an open source AI specification that connects the Stations of the Cross with the Hero's Journey to help people reflect on challenges, awaken new possibilities, and choose a meaningful path forward. It transforms reflection into growth, mission, and action while encouraging win/win outcomes that support both individual progress and the advancement of society. https://roxanneardary.com/the-better-path/

CampGrid is a modular campground management specification designed to connect every aspect of campground operations, from sites, reservations, rentals, and private ownership to maintenance, utilities, shared community services, accounting, tax reporting, and financial optimization. It provides a unified framework for understanding and managing the campground from the physical infrastructure to the complete financial picture. https://roxanneardary.com/campgrid/

Archima is an open source AI architectural intelligence specification designed to co-create buildings from initial vision through detailed design and construction documentation. It combines architectural styles, 2D and 3D modeling, renderings, schematics, structural and building systems, zoning adaptation, design validation, and modular plugins into a unified platform that helps turn what you imagine into architecture. https://roxanneardary.com/archima/

World Expedition is an open source higher education specification that uses AI to help students discover and assemble real-world educational journeys connected to their academic interests and career goals. Students can explore historical places, experience current industries and communities firsthand, engage with professionals, and investigate emerging technologies and future opportunities, turning travel and exploration into meaningful educational experiences. https://roxanneardary.com/world-expedition/

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/

An open-source AI platform that maps the evolution of scientific ideas, publications, and patents. Track breakthroughs, visualize research lineages, and give full attribution to every contributor—researchers, institutions, and corporations alike. Explore the global tree of knowledge, discover connections across disciplines, and see the past, present, and future of innovation in one interactive platform. https://roxanneardary.com/ideasphere/

ClaimScout is an open-source AI platform that monitors code repositories, social media, and websites to detect potential copyright infringements. It automatically collects evidence, analyzes content, checks license compliance, and generates DMCA-ready reports, helping creators protect their intellectual property with intelligence and precision. https://roxanneardary.com/claimscout/

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/

ChameleonAI is an open-source, hardware-agnostic AI inference optimization platform designed to deliver maximum performance, energy efficiency, and adaptability across any AI hardware, including Nvidia, AMD, Intel, Huawei, Apple, and emerging accelerators.

It features self-learning optimizations, predictive scheduling, mixed-precision tuning, and security-aware execution, ensuring models run faster, smarter, and safer. ChameleonAI supports cloud, edge, and embedded deployments, with developer-friendly profiling, benchmarking, and plugin tools for full control and transparency. https://roxanneardary.com/chameleonai/