Reframing creative learning:
design literacy in the GenAI era

Generative AI has moved quickly into educational and creative design practice, accelerating ideation and widening access to tools and references. Yet the same systems introduce epistemic unreliability, thinner originality, and ethical ambiguity, unsettling the information practices on which creative learning has long depended. This framework responds by reframing design literacy as an information practice: a disciplined way to preserve curiosity, iteration, and originality while guarding against misinformation, bias, and overreliance on AI.

The scope spans the whole learning ecosystem. It addresses formal settings such as schools and university studios, non-formal contexts including galleries, libraries, archives, and museums, and informal, self-directed creativity in everyday life. Across all three, a design task is examined through four judgment planes, epistemic, operational, ethical-legal, and reflective, each representing a distinct mode of judgment a learner brings to bear when working with generative AI.

Operating within and across these planes are nine action components, recurring evaluative and reflective criteria that re-cluster to fit the demands of a given task rather than binding to a single plane. Together they let educators and learners locate where creative judgment is exercised, where information is evaluated, and where accountability is owed. The diagram below maps how these layers connect, rising from the design task and GenAI mediation at the base, through the four planes and their components, to sustained design literacy at the top.

Open the Explore tab to interact with the planes and components, or Walkthrough to follow one architectural design task through all four planes.