Evidence-Based Approach
Grounded in converging research on technology adoption, organisational learning, and human-AI interaction. My work synthesises cutting-edge findings on progressive encapsulation, cognitive debt, and organisational silence into practical frameworks that address why 70% of AI transformations fail.

