Work
Three divisions, from knowledge architecture to silicon.
Foundations Lab
Incentives, semantic architectures, and sovereign governance systems.
The Sovereign Physician
How digital media is unbundling medical knowledge from healthcare delivery — and why the next layer of infrastructure must contextualize expertise without ever rendering a verdict.
Read ↗Collaborative Knowledge Twins: A Reference Architecture for Enterprise AI
Local fine-tuning of open-weight models has created thousands of isolated AI islands. Collaborative Knowledge Twins propose a multi-tenant reference architecture for exchanging governed, semantically structured knowledge abstractions across sovereign organizations.
Read ↗The BYOD Revolution: Dismantling EHR Silos for True Healthcare Data Democratization
Personal medical history remains locked inside fragmented Electronic Health Record systems. The Bring Your Own Data paradigm reclaims patient sovereignty and bridges siloed clinical data with collective expert knowledge.
Read ↗Contextual Expertise Preservation (CEP): Architecting the Guardrails for Hardcoded AI Judgment
True AI governance requires moving past basic software wrappers and probabilistic models. CEP introduces a deterministic, cyber-physical approach to hardcoding safety guardrails directly at the edge.
Read ↗Tangible User Interfaces: Expanding the Boundaries of Decentralized Educational Delivery
Decentralized educational networks require a shift away from screen-centric interfaces. Examining the PLEYCUP™ platform, we explore how mapping a mechanical, cyber-physical device to a deterministic backend can safely scale universal career mentorship.
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