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specification

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/

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/

Documentation source files (asciidoctor), XML and schema files (XSD and relaxng) of AlpineBits

Quantum Synapse is an open-source, non-invasive brain–computer interface platform that enables mind-controlled interaction through wearable EEG technology. It combines real-time neural signal acquisition, signal processing, and machine learning to translate brain activity into digital input. Designed for privacy, modularity, and accessibility, the project provides a research-focused framework for exploring human–computer interaction without surgical implants or proprietary systems. https://roxanneardary.com/quantum-synapse/

The Modular Non-Invasive BCI Engineering Platform is an open-source, AGPL-3.0+ neuroengineering framework designed to unify wearable brain-computer interfaces, hardware abstraction, and real-time neural decoding into a single modular system. It enables developers to build, simulate, and deploy EEG-based applications through interchangeable wearable and hardware modules, supported by machine learning pipelines, sleep and dream state analysis, hardware development tooling, and legal assurance systems for design validation and compliance. https://roxanneardary.com/modular-non-invasive-bci-engineering-platform/

LAVE (Low-Altitude Vehicle Experiment) is an open-source research platform exploring human-scale hover in the sub-meter regime using distributed electric thrust, real-time stabilization, and fully transparent hardware and software systems. Built for reproducibility and experimentation rather than productization, it focuses on measuring the unstable transition between ground contact and sustained flight, with all telemetry, failures, and design iterations openly shared as part of the research process. https://roxanneardary.com/lave/

KineticKind is an open-source SUV platform designed to make entering and exiting a vehicle safe, comfortable, and dignified through intelligent seat-assist technology. By combining rotating lift seats, accessibility-focused engineering, and a fully open development model, the project reimagines mobility around real human movement rather than mechanical constraints. Built under the AGPL-3.0+ license, KineticKind invites a global community to collaborate on creating more inclusive transportation for everyone. https://roxanneardary.com/kinetickind/

Conduit Systems is an open-source system architecture platform for designing, simulating, and orchestrating data movement across chiplet-based computing systems. It focuses on memory-to-compute pathways, enabling modular hardware design, simulation-driven validation, and runtime-aware scheduling. Built under AGPL-3.0+, it serves as the foundation for next-generation AI and high-performance computing architectures. https://roxanneardary.com/conduitsystems/

Circulis Aqua is an AGPL 3.0+ modular infrastructure design system for desalination, water purification, reuse, and geospatial distribution. It uses AI-assisted configuration to design scalable, plug-in water systems that range from residential units to municipal and regional grids. Built on a graph-based water flow model, it enables local-first optimization, closed-loop water reuse, and intelligent routing to ensure no water is wasted across interconnected infrastructure networks. https://roxanneardary.com/circulis-aqua/

Autonomous Loop is a self-hosted Continuous Improvement Operating System designed for air-gapped AI factories. It enables organizations to continuously monitor, evaluate, govern, and improve AI applications through observability, data drift detection, human review workflows, autonomous improvement agents, and intelligence lifecycle management while keeping models, data, and operations under full control. https://roxanneardary.com/autonomous-loop/

PublicEnforcer is an open-source transparency platform that tracks publicly available federal enforcement data from investigation to final resolution. By aggregating case activity, court proceedings, financial penalties, restitution, forfeitures, organizational outcomes, and related public records into searchable timelines and relationship graphs, PublicEnforcer helps researchers, journalists, developers, and citizens better understand and verify enforcement actions through auditable, source-linked data. https://roxanneardary.com/publicenforcer/

PixPay is an open-source, pay-per-share advertising platform that rewards users for sharing images and videos. Every share is tracked across platforms, and every participant earns equally — no clicks or views matter. With embedded sponsor text, advanced analytics, gamification, developer tools, and strong privacy and security measures, PixPay turns sharing into a fair, trackable, and monetized experience. https://roxanneardary.com/pixpay/

AnchorID is a privacy-preserving creator monetization platform that connects identity, product sponsorships, and earnings into a unified system. Instead of traditional ads, creators intentionally select products to align with their identity while earning through tips and performance-based sponsorships. Built with KYC compliance, encrypted financial reporting, fraud protection, and AI-driven optimization, AnchorID creates a transparent and identity-powered marketplace where influence is directly tied to verified trust and measurable engagement. https://roxanneardary.com/anchorid/

AdFusionAI is an open source, privacy-first contextual advertising engine that analyzes text, images, and videos in real-time to deliver highly relevant ads based on the original content creator’s post. Operating entirely in-memory with zero data storage, it ensures privacy, brand safety, and ethical ad placement. AdFusionAI supports multi-slot ad recommendations, tone and emotion detection, scene-level video analysis, and dynamic cultural sensitivity — all while generating fallback ads when needed. https://roxanneardary.com/adfusionai/

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. https://roxanneardary.com/recordmesh/

Nexa: Continuity Engine is a generational wealth operating system designed to structure, simulate, and govern long-term financial systems through programmable trust logic, multi-trust networks, and lifecycle-aware rules. It enables deterministic modeling of inheritance, asset growth, and governance across decades, transforming traditional estate planning into a structured, time-aware computational framework. https://roxanneardary.com/nexa/

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. https://roxanneardary.com/neighborhood-graph/

MindLedger for Real Estate is a modular, self-hostable real estate operating system that unifies CRM, listings, marketing, analytics, compliance, accessibility, and AI automation into a single open-source platform. Built under the AGPL-3.0+ license, it is designed for continuous evolution through community contributions, strict legal compliance, and a dual-AI architecture that supports both public-facing user assistance and agent-side operational intelligence. https://roxanneardary.com/mindledger-for-real-estate/

ListingStream is a modular, AGPL-3.0+ licensed visual commerce platform that uses AI to intelligently insert sponsored products into photographs while preserving the integrity of the original image. Built around mandatory human-in-the-loop approval, real-time legal compliance, explainable AI, immutable audit trails, and pixel-preserving rendering, ListingStream enables trusted, revenue-generating visual marketing for real estate and other industries through a flexible, compliance-first architecture. https://roxanneardary.com/listingstream/

HabitaSense is an open-source, AGPL-licensed housing market analysis platform that uses AI to evaluate listings, detect inflated pricing, identify appraisal irregularities, and provide transparent, data-driven insights for renters, buyers, and researchers. https://roxanneardary.com/habitasense/