S

self-learning

SovereignMind is a sovereign, modular AI architecture designed to transform specifications into optimized code, integrate new capabilities without disrupting existing functionality, and continuously evolve through learning, self-healing, optimization, and innovation discovery. Human-in-the-loop governance, source provenance, license enforcement, security, and operator control ensure that every meaningful change remains transparent, traceable, verifiable, and authorized. https://roxanneardary.com/sovereignmind/

LocalMind is a modular, locally hosted AI platform specification designed to deliver high-performance AI across diverse hardware. It combines adaptive inference, intelligent workload optimization, evolving knowledge, local memory, open hardware support, and independently upgradeable modules to create a future-ready AI system that can continuously improve without dependence on SaaS AI providers. https://roxanneardary.com/localmind/

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/

LexiTown is an open source, real-time, multilingual chat platform with adaptive AI that learns community-specific slang, shorthand, and code. Designed as a modern digital town square, it fosters safe, inclusive, and engaging conversations across communities worldwide. The AI continuously self-improves, translating accurately while preserving each community’s unique voice. https://roxanneardary.com/lexitown/

EarthRoot Network is an open-source, AI-assisted infrastructure design system that generates location-aware, modular renewable energy and material solutions. It analyzes local environmental conditions, material availability, and cost constraints to produce optimized, buildable designs tailored to each region. Built around a modular architecture and continuous learning loop, the system enables adaptive, lifecycle-aware infrastructure planning that evolves through real-world deployment data under an AGPL 3.0+ open-source framework. https://roxanneardary.com/earthroot-network/

HelmOS is a modular, local-first operating layer that wraps existing AI agents with intent verification, human governance, trust management, workflow orchestration, auditing, and controlled self-improvement. Designed to keep humans at the center of decision-making, HelmOS ensures that actions remain explainable, accountable, and aligned with user intent while providing a standardized framework for building, managing, and governing intelligent agent systems. https://roxanneardary.com/helmos/

Project SynthesisMotion is an open-source AGPL-3.0+ research framework for adaptive motion intelligence systems. It combines real-time vehicle identity modeling, physics-informed dynamics, and adaptive control with a formal safety verification layer. The system is designed to continuously learn how a physical vehicle behaves, adapt to changes in real time, and enforce strict safety constraints during operation. https://roxanneardary.com/project-synthesismotion/

A playful, trauma-aware emotional intelligence web project designed especially for neurodivergent minds.

AZ-Lite is a compact, AlphaZero-inspired chess engine written in Python. It combines Monte Carlo Tree Search (MCTS) with a lightweight policy-and-value neural network, learning entirely through some self-play.

[UOC] Practices from the course Software Design Patterns

[UOC] A repo containing links to all my other college projects

[UOC] Challenges from the UOC Enterpreneurship Course

[UOC] Web Standards and Languages HTML, CSS practices

[UOC] A repo containing the various practices I'll work on in Human-Computer Interaction

[UOC] A repo to host my practices for the Operating Systems course