Research program

Research

Currently studying local AI-assisted cybersecurity and what happens when AI systems face conflict, incomplete evidence, adversarial pressure, and consequential choices.

  • AI evaluation
  • AI security
  • Cybersecurity

Design / prototype

The Third Chair: Rotating multi-model crisis evaluation

Two models negotiate from conflicting positions while a third mediates. The roles rotate so the study can separate assigned position from model behavior.

Questions in scope

Current lines of inquiry

This program grows out of my work in cybersecurity research, curriculum, and applied technical education.

Adversarial model behavior

Evaluation of escalation, deception, bargaining failure, and brittle judgment across changing roles and incentives.

AI-assisted security testing

Using models to find weak assumptions, overlooked paths, and failure modes in conventional cyber systems.

Digital trust

Studying when uncertainty, explanation, and abuse resistance justify reliance on an AI-supported decision.