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specification

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/

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/

Specification for Stateless OpenPGP Command-Line Interface

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/

PhaseLock + ForwardState is an open-source, autonomous in-space refueling system. PhaseLock handles cryogenic propellant conditioning and transfer, while ForwardState provides predictive control, anomaly detection, and digital twin simulation. Together, they enable safe, reusable, and scalable orbital refueling operations with full real-time telemetry, AI-driven optimization, and robust fault tolerance. https://roxanneardary.com/phaselock/

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. https://roxanneardary.com/arca/

ParcelPlanner is an AGPL 3.0+ open-source property intelligence platform that helps users understand what can legally be built, modified, or developed on a parcel of land based on official government laws, zoning ordinances, and planning documents. It enables both property owners and buyers to analyze development opportunities, compare jurisdictions, and build income strategies grounded in verified legal data rather than assumptions or third-party interpretations. https://roxanneardary.com/parcelplanner/

Wealth Continuum is an AGPL-3.0+ licensed AI-powered research platform that helps users discover and evaluate private banks, credit unions, cooperatives, mutual institutions, employee-owned businesses, and other privately held organizations. By combining transparency scoring, ownership quality analysis, governance evaluation, AI-powered red flag detection, document intelligence, and generational wealth metrics, Wealth Continuum focuses on identifying institutions that demonstrate responsible stewardship of capital and long-term financial resilience. https://roxanneardary.com/wealth-continuum/

Vantor is a deterministic capital routing system that converts explicit user-defined financial intent into structured, rule-validated execution instructions. It uses AI solely as a natural language parser and enforces a strict no-withdrawal, no-inference architecture where all allocations, schedules, and transactions must be explicitly defined, validated, and executed through approved deposit-only financial rails. https://roxanneardary.com/vantor/

OpenLeverage Lab is an open-source financial simulation engine that models margin borrowing, portfolio risk, and repayment dynamics under real-world uncertainty. It combines deterministic financial calculations with probabilistic stress testing, including Monte Carlo simulations and extreme market scenarios, to forecast leverage outcomes before capital is committed. Designed with a fully modular architecture, it enables transparent, reproducible, and extensible risk analysis for leveraged financial decision-making. https://roxanneardary.com/openleverage-lab/

Ledger Watch is an open-source financial data infrastructure project that organizes publicly available market information—such as trades, SEC filings, corporate actions, and economic events—into a structured, verifiable system. It connects entities like individuals, companies, and institutions to market events through a transparent data model designed for analysis, research, and pattern discovery. The system emphasizes neutrality, reproducibility, and strict reliance on public, source-backed data rather than speculation or inferred intent. https://roxanneardary.com/ledgerwatch/

This open-source plugin extends Brightlayer, the AI-native, stateless, privacy-first browser, with AI-powered features while respecting its sandboxed, end-to-end encrypted architecture. It enables local AI inference for tasks like summarization, translation, and privacy monitoring, all without storing or transmitting user data. Fully open-source and licensed under AGPL 3.0+, the plugin ensures transparency, reproducible builds, and strict adherence to Brightlayer’s stateless, privacy-first philosophy. https://roxanneardary.com/brightlayerplugin/

Brightlayer is an open-source, AI-native, stateless browser built to eliminate tracking, enforce end-to-end encryption, and give users full control over their data. Designed with a privacy-first architecture and an open-source-only extension system, it combines local AI intelligence, sandboxed execution, and reproducible builds to deliver a secure, transparent, and high-performance browsing experience. https://roxanneardary.com/brightlayerbrowser/

FlexiPrice is an open-source, modular dynamic pricing platform that helps businesses, organizations, and individuals make intelligent pricing decisions based on real-time market conditions. Designed to work across industries such as real estate, retail, e-commerce, services, and more, FlexiPrice combines market intelligence, customizable pricing strategies, competitive analysis, lowest-price guarantees, clearance pricing, analytics, and optional machine learning to deliver transparent, adaptive, and data-driven pricing recommendations. https://roxanneardary.com/flexiprice/

RetailHub is a modular, AI-powered Commerce Operating System that helps retailers connect customers with products through natural language interactions. The platform combines intelligent product discovery, advertising and promotion analysis, price matching, customer engagement, manufacturer intelligence, review analytics, procurement automation, inventory awareness, and in-store navigation into a unified ecosystem. Designed with a flexible plugin-based architecture, RetailHub enables businesses to deploy only the modules they need while maintaining a powerful foundation for scalable retail intelligence and automation. https://roxanneardary.com/retailhub/

VeriChain is an open-source AI-powered truth verification system that analyzes public information to evaluate claims and produce probabilistic truth scores. It builds structured evidence chains by aggregating, cross-referencing, and graph-linking sources, while providing full transparency through citations, reasoning traces, and uncertainty modeling. Instead of binary fact-checking, VeriChain focuses on explainable, evidence-based likelihood assessments of truth. https://roxanneardary.com/verichain/

Vaultica is an open-source, lightweight photo archive and personal photobook app. Organize your photos by date, browse memories day by day, share or export individual images, and enjoy full lossless regeneration with minimal storage. Secure, efficient, and perfect for preserving your life’s moments. https://roxanneardary.com/vaultica/

Umbrix is a commercial-grade, open-source VPN designed for full network obfuscation, multi-node chaining, and AI-assisted adaptive privacy. It masks everything from IP and location to device telemetry, provides cross-platform support, and includes advanced features like multi-hop routing, stealth traffic transforms, decentralized node management, and post-quantum-ready cryptography. Built for maximum anonymity, Umbrix ensures your online activity remains invisible, secure, and untraceable. https://roxanneardary.com/umbrix/

Universal Peg Framework (UPF) is an open-source, modular protocol that allows any cryptocurrency, stablecoin, or fiat-backed asset to be pegged to any reference asset such as BTC, USD, gold, or baskets of assets. It features fully embedded on-chain governance, dynamic peg maintenance, multi-asset collateral support, oracle integration, and treasury management. Designed to be secure, transparent, and cross-chain adaptable, UPF provides a universal framework for creating stable, self-regulating pegged assets while maintaining compliance and auditability for both crypto and fiat systems. https://roxanneardary.com/universalpegframework/