Collateral Civilization
Human Survival Under Machine Scale Optimization
Technology entrepreneur · Founder & CEO, 4SI
Building companies.
Questioning what comes next.

I build at the intersection of AI, autonomy and the physical world. Today, that work is 4SI.
What I’m working onWhen software can act in the world, how do we know it should?
At 4SI, I work on physical trust infrastructure: connecting digital decisions to verifiable people, objects and events.
The questions are practical. Is this identity genuine? Is this object authentic? Is this action authorized? My focus is how those answers can remain dependable as AI and quantum computing change the assumptions behind digital security.
For Safety Group Inc. · Founder & CEO
Human agency, machine capability and the conditions for legitimate action.
All researchHuman Survival Under Machine Scale Optimization
A Theory of Human Agency Under Omnipresent Superintelligence
An information-theoretic framework for verification in autonomous action systems.
A systems perspective on enforceable authority in high-capability environments.
These are independent, non-peer-reviewed publications. Conceptual arguments are not claims of validated products or deployments.
Shorter arguments. Open questions.
Writing by me, here and elsewhere.
From immersive software to autonomous systems, AI and physical trust.
Physical trust, identity, authenticity and authorization.
CurrentAutonomous systems, strategic technology and their real-world consequences.
Read the Tech.eu interview ↗Conversational AI and enterprise workflows.
Autonomous cargo concepts.
Immersive software and interactive experiences.
Company conversations, research questions,
interviews and speaking invitations.