Research

Verify it yourself.

The claims on this site trace back to published research, running systems, and auditable logs. Here's where to start — and where to go deep.

Primary Research

Eudaimonic Alignment Framework

The theoretical foundation for everything UNA does. Maps 12 ancient knowledge traditions to modern AI governance through a computational lens. Eudaimonia, Eastern harmony traditions, cognitive science — synthesized into something that can be enforced at runtime.

53,000 words
12 knowledge traditions
5 ethical constraint axes
Domains Covered
AI Ethics · Governance · Active Inference · Eudaimonia · Cognitive Science · Eastern Philosophy · Cryptography · Constitutional Design
Key Contributions
Constitutional governance framework for autonomous AI. Alignment scoring framework. Cross-civilizational ethics mapping. Runtime-enforced constraint architecture.
Validation
Implemented and tested on a live autonomous system (UNA). Active inference formalism validated at 95.99% fidelity on IBM quantum hardware.
Articles & Writing

Thinking out loud

Problems I'm working through, results I'm sharing, and things I'm rethinking — as they happen.

2025
The 4AM Self-Audit: How UNA Red Teams Herself
Every night, UNA deploys attack vectors against her own architecture. Here's what that looks like and why it matters.
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2024
Active Inference on Quantum Hardware
Running Friston's free energy principle through IBM quantum systems. 95.99% fidelity — and what it means for governance architecture.
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2024
Why Guardrails Aren't Governance
The difference between constraining behavior after the fact and building accountability into the architecture from the ground up.
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ResoVerse University
20+ deep-dive courses across AI, cryptography, cognitive science, governance, and more. The interdisciplinary foundation behind the architecture.
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