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roxanneardary

  • Internal Credit is an AI-powered, modular financial platform that enables users to borrow against their own savings while continuing to earn returns on their deposited capital. Designed around self-collateralized lending, the platform allows account holders to access up to 70% of their account value, receive AI-guided financial insights, and preserve long-term wealth through a flexible, secure, and extensible banking architecture.

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  • Sapient Eval is an open-source, AGPL-3.0+ compliant benchmarking framework for evaluating AI models across accuracy, speed, efficiency, and reasoning performance. Built around a modular, spec-driven architecture, it enables users to define industry-specific evaluation standards, run reproducible tests on locally hosted or remote models, and compare results transparently to establish measurable, empirical performance across synthetic intelligence systems.

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  • StreamAxis is an open-source modular platform for gyroscopic motion control, screen casting, remote interaction, display management, and future holographic computing technologies. Designed to scale from personal devices to enterprise deployments, it provides a flexible foundation for connecting screens, controlling systems through motion, and building next-generation spatial computing experiences under the AGPL-3.0+ license.

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  • ForgeAtlas is an open-source lifecycle-aware engineering intelligence platform that helps designers, builders, and manufacturers create longer-lasting physical products by combining durability analysis, material optimization, local-first sourcing, and real-time market intelligence. It transforms fragmented material and supply chain data into actionable engineering decisions that prioritize repairability, sustainability, and real-world buildability.

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  • NeighborhoodGraph is an open-source civic intelligence platform that transforms housing, land, infrastructure, and community data into an interactive knowledge graph. It enables users to explore properties, ownership networks, neighborhood trends, and public infrastructure through AI-powered analysis and digital twin visualization. By connecting fragmented public records and geospatial data into a unified system, NeighborhoodGraph helps communities, researchers, and governments better understand how places change over time and how those changes impact people’s lives.

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  • TollExchange is an open-source national toll interoperability platform designed to unify fragmented toll systems into a single, secure, and standardized network. It provides a universal account, clearinghouse settlement layer, and modular adapter framework that allows toll authorities across the United States to interoperate seamlessly. Built for scalability, transparency, and public infrastructure modernization, TollExchange enables drivers to use one account across every participating toll road while giving agencies a reliable and auditable system for settlement and reporting.

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  • 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.

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  • Axiomata is a constraint-driven neuro-symbolic geometry engine that transforms formal geometric systems into a generative space for structured creativity. By combining deterministic symbolic reasoning with neural construction proposal models, it explores, validates, and evolves geometric worlds through verifiable transformations. The system is designed to bridge logic and intuition, enabling the discovery of novel geometric structures within strictly defined formal constraints.

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  • Project Solstice is a layered reasoning system stack designed to transform computation into structured, verifiable cognition. It combines neural inference, symbolic reasoning, adversarial validation, and autonomous orchestration into a unified architecture that emphasizes traceability, modularity, and correctness. Rather than producing isolated outputs, it builds full reasoning pipelines that can be decomposed, verified, versioned, and improved over time.

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  • Stratum is an AI governance layer for MCP systems that sits between model intent and tool execution. It enforces permissions, policies, context controls, approval workflows, sandboxed execution, and audit logging to ensure every action taken by an AI system is authorized, traceable, and constrained by explicit rules before it runs.

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  • OriginSeal is an open-source AGPL 3.0+ provenance infrastructure platform for AI systems built around MCP (Model Context Protocol). It preserves attribution, lineage, and identity across AI-generated content, tools, and workflows, ensuring that every output can be traced back through a verifiable history of transformations.

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  • ARCA is a per-user provenance and originality ledger that tracks digital content across a creator’s personal history to determine whether each new post is genuinely novel, meaningfully contributed, and eligible for monetization. It combines timestamped archival records, content fingerprinting, behavioral authenticity scoring, and a transparent pre-submission evaluation system to ensure users always understand the originality and payout status of their content before publishing.

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  • RecordMesh is an open source, modular AI system designed to transform structured legal intent into jurisdiction-aware real property instruments and county-ready recording packets. It bridges the gap between state property law and fragmented county recording systems by generating validated deeds, life estates, and related instruments while assembling filing-ready documentation tailored to local recording requirements.

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  • VaultCore OS is an AGPL-3.0+ financial intelligence platform that continuously verifies federally insured banks and credit unions, aggregates their financial products, and tracks real-time interest rates with full regulatory sourcing. Built as an open infrastructure system, it combines structured financial data, audit-grade verification pipelines, and an AI interface to deliver accurate, transparent, and source-backed insights into the U.S. banking system.

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  • Adaptive Materials Engine (AME) is an open-source engineering intelligence system that helps designers, engineers, and makers replace plastic components with locally sourced, economically viable, and mechanically equivalent or superior materials. When direct substitution is not possible, AME automatically redesigns the system to eliminate plastic dependency while optimizing for cost, performance, and sustainability.

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  • FluxCore Mobility is a modular, edge-first vehicle intelligence system designed to keep all critical AI processing local to the vehicle while enforcing strict, cryptographically validated user consent for any external data sharing. Built under the AGPL 3.0+ license, it prioritizes privacy, transparency, and deterministic safety by separating core driving logic from optional cloud and experimental features. Its architecture ensures that no data leaves the system without explicit, time-bound approval, making it a framework for consent-bound automotive intelligence rather than continuous background connectivity.

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  • VectorForge is a modular, cross-platform digital twin and runtime validation system designed to safely simulate, test, and verify applications, AI models, and system changes before deployment. It creates isolated replicas of real environments to ensure reproducible execution, detect conflicts early, and generate detailed performance and compatibility reports—enabling safer, more reliable software and infrastructure deployment across any system.

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  • EchoCore Memory is an open source AGPL 3.0+ modular memory orchestration system for Linux that transforms RAM management from passive allocation into intelligent, policy-driven control. By combining memory scheduling, adaptive swap strategies, per-application memory profiles, workload modes, and optional AI-based prediction, EchoCore Memory helps systems remain responsive, stable, and efficient under changing workloads.

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  • OpenRange is an open source civic intelligence platform that maps the real cost of living across every town and city in America and connects it to jobs, income, and opportunity. It combines transparent economic data, AI-driven budget analysis, and explainable modeling to help people understand where they can actually afford to live and what it takes to get there.

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  • OpenReplica is an open-source website replication tool that lets users instantly clone, clean, and export any website into a fully portable project they own and control. Built to eliminate subscription lock-in and proprietary restrictions, it transforms live websites into editable, self-hostable codebases in seconds. With a focus on simplicity, speed, and true digital ownership, OpenReplica gives users the ability to build once and never be trapped again.

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