Current research

Projects

Active research and infrastructure, with explicit status labels and update dates.

01

In development

Updated August 2026

AI and Strategic Judgment

Point-in-Time AI

Temporally controlled models and evaluation infrastructure for prediction, belief updating, information choice, and intervention testing.

Research question

How can we evaluate what a model could have known at a specific historical moment without contamination from later information?

Current work

  • Chronological data curation
  • Point-in-time model checkpoints
  • Forecasting and belief-updating protocols
  • Contamination-resistant evaluation

02

Research program

Updated August 2026

AI and Strategic Judgment

Low-Correlation AI Model Portfolios

Research on joint failure, marginal rescue, model-by-harness interaction, and efficient combinations of differently capable AI systems.

Research question

When can a portfolio of individually weaker or differently trained models outperform reliance on one top-ranked model?

Current work

  • Error-correlation measurement
  • Joint-failure probability
  • Marginal rescue rates
  • Model and harness interaction

03

Book and field program

Updated August 2026

Entrepreneurship and Deontic Engineering

Pragmatic Entrepreneurship

A practical and theoretical approach to entrepreneurship centered on constructing new possibilities through strategically generative agreements.

Research question

How can entrepreneurs deliberately construct social arrangements that create resources, access, control, and strategic freedom?

Current work

  • Book manuscript
  • Curriculum development
  • Field deployment
  • Agreement-structure cases

04

Theory development

Updated August 2026

Entrepreneurship and Social Ontology

Deontic Engineering

Research on the deliberate construction of rights, duties, permissions, authority, access, and control as a form of entrepreneurial design.

Research question

How do designed deontic structures constitute resources, organizations, and new forms of coordinated economic action?

Current work

  • Conceptual framework
  • Resource constitution
  • Organizational architecture
  • Entrepreneurial applications