Peer-reviewed work and books.

Teaching With, Not Around

A Developmental Framework for Generative AI Integration in Primary, Secondary and Tertiary Education (2023–2026).

Generative AI is the fastest-diffusing general-purpose technology in modern educational history. This paper argues that prohibition, unregulated adoption and surveillance-based compliance are all developmentally illiterate, and proposes the 4D framework, Delegation, Description, Discernment, Diligence, calibrated against the neurodevelopmental realities of primary, secondary and tertiary learners.