AI governance research & advisory.
Frameworks for safe, auditable AI deployment. Peer-reviewed research. Practical guidance for organizations navigating autonomy, risk, and oversight.
From Prototype to Persona
AI agents for decision support and cognitive extension. Our latest peer-reviewed research on building AI that augments human thinking.
Issues in Information Systems, 2025
Open frameworks.
Peer-reviewed publications.
We publish our thinking so you can verify it. Not slogans — architecture you can implement.
View all researchAURA
Tiered autonomy framework. Supervised → Guided → Trusted. Risk-calibrated escalation for AI systems.
ThoughtChain
Traceable reasoning protocol. Stepwise logic capture with audit trails for compliance and oversight.
Orchestration-Layer RSI
Recursive self-improvement at the orchestration layer, preserving governance and human oversight.
Recursive Self-Improvement at the Orchestration Layer
An alternative architecture for autonomous agent evolution.
Zenodo 2026 · DOI:10.5281/zenodo.18842906Consent Mechanisms in Multi-Agent Systems
Dynamic consent protocols for human-AI collaborative development.
IEEE SoutheastCon 2026From Prototype to Persona
AI agents for decision support and cognitive extension.
Issues in Information Systems 26(1)ML in Building Management
A survey of machine learning applications in commercial buildings.
Issues in Information Systems 25(4)Work with us
AI governance consulting for organizations deploying autonomous systems. Risk frameworks, policy development, and implementation guidance.
"Extension. Augmentation. Never replacement."
— From the DigitalEgo Manifesto