"Commit information, not traffic" - Vector–Scalar Accumulator (VSA) is a lightweight algorithmic primitive that eliminates write amplification and hot-row contention in high-frequency systems

AURA is a universal constitutional AI framework with quantifiable ethics. Created by Mackenzie Clark (Sovereign Architect). Works across any LLM without retraining. Three metrics—Trust Entropy, Value-Transfer Ratio, Purpose Alignment—guide decisions. Includes Vector Inversion Protocol.

A recursive alignment framework for cognitive coherence, belief tracking, and contradiction repair.

A compact, AI-ingestible moral and structural architecture for the Public Usage Tax (PUT). A minimal, open-source ruleset for consistent fiscal reasoning.

A recursive alignment framework for cognitive coherence, belief tracking, and contradiction repair.

This repository documents realities that surface only after scale,authority,and commitment eliminate reversibility—where decisions ossify into structure, costs compound beyond instrumentation, failures persist without incident,accountability diffuses,and systems continue operating long after meaningful correction has become structurally impossible.

lightweight inference engine/runtime

VelocityAI is an intelligent architecture analysis tool that provides instant, structured feedback on system designs. Built for architects, engineers, and technical leaders who think at high velocity but need comprehensive validation of their architectural decisions.

A modular, next-gen system built by Foster + Navi to prototype decentralized innovation. Features structured documentation, multi-agent orchestration, advanced research integration, and a scalable 33-folder architecture. Designed for public transparency, future-proof evolution, and seamless multi-project synergy.

A hosted OS & Terminal by Ƨ Technologies

Terminal for Q Protocol (v1.2) and Agentic Swarm Orchestration.

​Official Systems Architecture and AI Automation Framework for Dhamon AI Systems. Focused on Nil-Risk solutions. Founded by a National Scholar.

Strategic Systems Architect Portfolio. Human strategy, AI execution.

AI-driven Software Engineer focused on problem-solving and high-impact IT solutions. Specialized in Python-based systems, quantitative development, and data-driven architectures. Leveraging AI to adapt across technologies, accelerate delivery, and build robust, scalable systems.

Microservice for weather-frontend app that fetches information from OpenWeatherMap.Org API and returns well appropriated and filtered APIs for consumption. Built with LUMEN

Proof-of-concept for hybrid C++/JS applications. Demonstrates modular header architecture, Emscripten toolchain orchestration, and Foreign Function Interface (FFI) bridging.

A governance doctrine for AI systems based on explicit oversight. Externalizes trust and uncertainty into auditable, adversarial, and constrainable layers. A design framework, not an implementation guide.

High-performance data pipeline and insights engine designed to ingest, normalize, and analyze large-scale financial datasets. Built with a data-driven and AI-assisted approach to enable scalable analytics and pattern detection.