L

legal

Public Play privacy/support HTML hub (per-app paths). Static docs only; not a data CDN. GitLab Pages host; source of HTML also on Codeberg ImL1s/pages.

NarrativeLayer is an open-source system that transforms RSS feeds into structured, AI-enhanced discussion threads, combining a traditional feed view with an engagement-ranked forum where content evolves through comments, summaries, and semantic linking. https://roxanneardary.com/narrativelayer/

Model Verification Layer is a modular system for evaluating, comparing, and validating the behavior of large language models using structured benchmarks, logic consistency checks, cross-model consensus analysis, and policy-aware constraints. It provides a transparent framework for understanding how different AI models perform under identical conditions, enabling more reliable model selection, safer deployment, and user-adaptive decision making. https://roxanneardary.com/model-verification-layer/

Mindora is an open-source AI tutor that delivers personalized, source-verified lessons across all subjects. With randomly generated AI mentors, interactive visualizations, and local real-world connections, every learning session is unique, engaging, and immersive. https://roxanneardary.com/mindora/

FiscalTruth is an open-source civic watchdog platform that provides full transparency into state and public spending. It aggregates budgets, contracts, and financial records into a unified system with AI-driven anomaly detection, interactive visualizations, and secure whistleblower reporting tools. Built under the AGPL 3.0+ license, it empowers citizens, journalists, and researchers to track public funds, uncover inefficiencies, and promote accountability in government spending. https://roxanneardary.com/fiscaltruth/

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/

MeshCore is a modular, privacy-first infrastructure for managing digital identity, credentials, and secure authentication data across devices. Built as an encrypted, self-hostable system under the AGPL 3.0+ license, it unifies passwords, API keys, secure notes, and identity records into a connected identity graph. Designed with a strict modular architecture, MeshCore supports extensible components for autofill, sync, intelligence, and plugin-based expansion while keeping all sensitive data encrypted and under user control. https://roxanneardary.com/meshcore/

CryptaVault is a privacy-first, open-source cloud storage system built under the AGPL 3.0+ license that ensures users retain full ownership and control of their data. It uses end-to-end encryption, on-device key generation, compression, deduplication, and distributed storage to minimize storage usage while maximizing security. Designed for cross-device synchronization across mobile, desktop, and web, CryptaVault ensures that no server or third party can access user data in plaintext. Its goal is to make secure, zero-knowledge storage the global standard for personal and professional digital files. https://roxanneardary.com/cryptavault/

Continuum Companion is a modular, locally hosted, open-source AI wellness and research platform that bridges Eastern medicinal traditions and Western medical knowledge through transparent, source-backed educational guidance. Designed to support - never replace - licensed medical care, the platform provides AI-assisted research, integrative question-and-answer systems, wellness planning, and private research archiving while prioritizing privacy, evidence transparency, and ethical AI development under the AGPL-3.0+ license. https://roxanneardary.com/continuum-companion/

CodeTraceAI is an open-source AI system that merges concepts, protocols, and ideas from multiple repositories, generating fresh, modern code while ensuring ethical attribution. Every proposed merge is human-approved, and notice.md is automatically updated to credit only the contributors whose code is included. With integrated testing, security checks, license compliance, CI/CD pipelines, and continuous AI learning, CodeTraceAI turns collaborative ideas into reliable, up-to-date software. https://roxanneardary.com/codetraceai/

CivicOS AI is an open-source AGPL-3.0+ AI operating system designed to unify automation, coordination, and intelligence across public and private systems. It provides a modular runtime for agents, workflows, and plugins, enabling organizations to build, deploy, and interconnect autonomous business and civic processes. Through its interoperable architecture, CivicOS AI turns complex operations into composable, auditable, and scalable intelligent systems. https://roxanneardary.com/civicos-ai/

ChangeCore is a content intelligence system that continuously improves web pages by detecting outdated information, tracking relevance shifts, and aligning content with real-world truth and evolving user intent. It combines multi-agent analysis, external data ingestion, and AI search visibility optimization to ensure content remains accurate, discoverable, and useful over time. https://roxanneardary.com/changecore/

Atlas Privacy Layer is an open-source geospatial privacy framework that enables programmable control over how satellite and map imagery is rendered, transformed, and protected at the tile level. It provides a modular pipeline for applying masking, scrambling, synthetic terrain replacement, and AI-assisted object detection to sensitive regions defined by user-controlled geofenced boundaries. Designed for self-hosted deployments under the AGPL-3.0+ license, Atlas acts as a privacy-aware intermediary between raw Earth data and mapping applications, giving developers fine-grained control over what is visible in spatial imagery systems. https://roxanneardary.com/atlas-privacy-layer/

Agility Ascension is an open-source dog agility training and competition simulation game designed for ages 5+. Players form a handler–dog team and progress through structured practice fields, distraction-heavy environments, advanced distance handling challenges, and competitive trials. The experience evolves from foundational skill-building into high-pressure performance scenarios shaped by the Leaf Module’s environmental effects and a modular progression system, ultimately leading into multiplayer global competition where teamwork, timing, and focus determine success. https://roxanneardary.com/agility-ascension/

DividenCity is an open-source platform that enables cities, states, and the federal government to implement a resource-backed Universal Basic Income (UBI) system. By automatically tracking revenue from public resources, industry use of public property, and government budget surpluses, DividenCity distributes fair, transparent dividends to verified citizens. The platform is modular, scalable, and citizen-focused, featuring customizable local/state payouts, educational dashboards, and public transparency tools. https://roxanneardary.com/dividencity/

StructIQ is an open-source, AI-assisted structural engineering platform that combines traditional FEM with real-time AI support to optimize, simulate, and innovate building designs. It features digital twin capabilities, global building code compliance, predictive hazard analysis, advanced visualization, and an education/training mode. Fully modular, future-proof, and licensed under AGPL 3.0+. https://roxanneardary.com/structiq/

SynapCache is a distributed, zero-memory-loss caching system for all LLM outputs, designed to be LLM-agnostic, high-performance, and scalable. It combines TurboQuant-style compression, semantic search, edge caching, and predictive intelligence to store and retrieve outputs efficiently, ensuring instant recall and minimal resource usage. With developer-friendly SDKs, plugin support, and multi-cloud deployment, SynapCache provides a universal neural memory layer for modern AI workflows. https://roxanneardary.com/synapcache/

ScribeVault is an open-source, AI-driven clinical documentation platform that serves as a real-time medical scribe and post-visit summarizer. It generates structured, HIPAA-compliant medical notes, suggests ICD-10/CPT/HCPCS/SNOMED codes, and exports to C-CDA or FHIR formats. With encrypted storage, specialty-specific templates, advanced voice commands, patient-friendly summaries, and a modern dual-pane UI, ScribeVault streamlines documentation, supports physician approval workflows, and ensures security and compliance for clinics and hospitals. https://roxanneardary.com/scribevault/

Phonic is an open-source AI-powered call interception and communication intelligence system that automatically screens incoming calls, blocks robocalls, records and transcribes voicemails, and maintains a complete call log. Built with modern telephony, machine learning, and speech-to-text technologies, it acts as an intelligent privacy layer between users and the phone network, continuously learning to improve spam detection and call handling. https://roxanneardary.com/phonic/

PrivateSwitch is a self-hosted, privacy-first AI call routing system that turns a single phone number into an intelligent switchboard. It uses AI to screen and route calls, supports multiple numbers for personal or business use, and ensures all communication remains encrypted and under your control. https://roxanneardary.com/privateswitch/