Published Papers

This paper introduces the Supervisory Coherence Model (SCM), a framework linking autonomy anxiety, the undo contract, negotiated interaction grammar, interruption budgeting, and episodic interface architecture as a causal system governing human–agent collaboration. The SCM addresses the structural break in user experience created by agentic AI systems and proposes design primitives that maintain supervision under autonomy.

Examines how social capital operates in digital communities and internet-based 'clubs', exploring the dynamics of connection and trust in online spaces.

Applies Ken Wilber's Integral Theory to UX design and personalization systems, providing a framework for understanding user experience across multiple dimensions of consciousness and development. This work informs the design of agent systems and product experiences that account for human complexity.