My M.S. research focused on operationalizing situational self-awareness in AI. Constructs for prompt batteries assessed include self-knowledge, situation inference, self-conditioned action, metacognition, self-recognition, and context inference. Models included GPT-5, Gemini, GPT-4, Claude, and Deepseekv1 in blind annotator sessions.

The tools built in my study can be extended across modalities and domains, helping practitioners in many industries continuously ask: Does this system know what it is, where it is, and what it can safely do?

Graduated May 2026

With my background in building and fixing computers, my Management Information Systems (MIS) education has expanded my expertise, equipping me with the skills to design, implement, and manage information systems that drive business efficiency. My studies have positioned me at the intersection of business and technology, enabling me to bridge the gap between IT professionals and business leaders—making me a valuable asset in today’s digital economy. With my MIS education from California State University San Marcos, I am now well-prepared for a range of career opportunities.

Additionally, my communication and leadership skills have been sharpened throughout my MIS education. Since MIS professionals often serve as a bridge between IT teams and business executives, I’ve developed the ability to translate complex technical concepts into clear, actionable insights for decision-makers. My studies in business communication, teamwork, and negotiation have further enhanced my ability to thrive in collaborative environments.

Graduated December 2023