I design knowledge systems for AI — where knowledge is structured, controlled, and made reliable before it reaches the model.

I operate through PROTEX, building infrastructures for AI systems that require predictability, not just generation.

My work is grounded in psychology and years of working with human decision-making, now translated into knowledge systems, retrieval logic, and AI backend design.

PROTEX-Profiler focuses on how AI systems interact with organisational knowledge, procedures, and decision responsibility.

We combine research, system design, and governance — defining clear boundaries, improving control, and making AI systems more reliable.