P

predictive-modeling

MediNet AI is an open-source, community-driven AI platform for medical and dental image analysis. It provides multi-modal disease detection, predictive modeling, patient engagement dashboards, and automated workflow tools. Designed for clinicians, researchers, and patients, MediNet AI combines accuracy, explainability, and accessibility, enabling improved diagnostics, preventive care, and healthcare collaboration worldwide. https://roxanneardary.com/medinet-ai/

IntelliTunnel is a multi-path, adaptive networking system that continuously finds the fastest and most reliable connection. It improves on traditional proxies by using parallel routing, predictive optimization, and instant failover to keep connections stable and low-latency under any network conditions. https://roxanneardary.com/intellitunnel/

Aurea is an open-source, AI-powered platform that secures infrastructure-as-code (IaC) across Terraform, Kubernetes, Docker, and Ansible. It integrates with CI/CD pipelines to scan for misconfigurations, detect vulnerabilities, enforce policies, and provide actionable remediation guidance. With predictive AI, collaboration tools, and enterprise-grade governance, Aurea ensures that infrastructure is secure, compliant, and resilient from development to deployment. https://gitlab.com/Roxanne_Ardary/aurea/

GapVision is an open-source platform that tracks, analyzes, and visualizes compensation data across industries to highlight and close gender pay gaps. Using AI, predictive analytics, and community contributions, it provides actionable insights for employees, companies, and policymakers while maintaining full transparency and privacy. Empower change, benchmark equity, and drive fair pay worldwide. https://roxanneardary.com/gapvision/

RoadSage is an open-source AI vehicle intelligence system that continuously monitors real-time mechanical signals—such as vibration, sound, pressure, and telemetry—to learn each vehicle’s normal behavior and detect early signs of wear or failure. By combining sensor fusion, time-series modeling, and predictive analytics, RoadSage transforms traditional vehicles into self-monitoring systems capable of identifying issues before they become critical, enabling safer and more proactive maintenance. https://roxanneardary.com/roadsage/

RAISE – AI Vigilance for a Safer Tomorrow is an open-source AI early warning system that predicts hazards, delivers actionable alerts, and engages communities. Modular, globally deployable, and ethically governed, it supports floods, storms, wildfires, disease outbreaks, and more.

PathAI – Compliance Made Simple is an open-source AI-powered cloud platform for fleet management. It automatically tracks GPS data to generate compliance reports, optimize routes, predict maintenance needs, and improve driver safety. With real-time alerts, predictive analytics, and automated reporting, PathAI simplifies fleet operations, ensures regulatory compliance, and provides actionable insights for managers and drivers.

An open-source, AI-powered platform that maps, analyzes, and optimizes the United States’ industrial infrastructure. From ore deposits to steel, neon, and semiconductor fabs, IndustriVerse provides predictive analytics, real-time monitoring, and collaborative tools to build a resilient, sustainable, and decentralized industrial future.

HarmonyFlow is an open-source AI designed to guide users toward win/win decisions that benefit humanity. It ensures transparency, equitable outcomes, and adherence to U.S. law and the Constitution, while providing ethical reasoning, predictive modeling, and smart-contract integration for fair and sustainable progress.

CodexAtlas – A hybrid AI platform connecting the world’s legal systems. Builds a global legal knowledge graph with internal predictive reasoning and public-facing summaries. Adaptable to any jurisdiction, ethically excludes juvenile matters, and supports research, education, and government analysis.

BlockadeAI is an open-source, AI-powered defense system that protects websites and web services from DoS and DDoS attacks. Lightweight and modular, it combines real-time traffic monitoring, anomaly detection, and adaptive mitigation with AI-driven predictive models. Designed for both cloud and on-prem deployments, BlockadeAI provides automated defense, pre-attack detection, bot protection, and federated threat intelligence, ensuring continuous uptime while evolving to counter future attack vectors.

Saturnet is a modular, AI-driven astronomy intelligence system that transforms the night sky into real-time, interactive knowledge. It identifies stars, planets, satellites, and space stations while providing live AI narration, predictive sky modeling, anomaly detection, and deep time simulation. Built as an extensible AGPL-3.0+ platform, Saturnet combines visualization, multi-agent AI reasoning, and a plugin ecosystem to help users understand and explore everything happening above Earth.

Gene-wise Prior Bayesian Group Factor Analysis Model extends a previously developed Bayesian formulation of the Group Factor Analysis Model by integrating a feature-wise prior to enable transfer of information over shared features across multiple views.