Dwelling in the delay: hybrid temporalities, AI-mediated language practices and design pedagogy
Chris Brisbin, Nathan James CranePurpose
This paper examines how language-based prompts in generative AI reshape temporal and ontological conditions of architectural design pedagogy, positioning prompt crafting as a hybrid practice that bridges linguistic inquiry and spatial imagination, and brings them into productive relation.
Design/methodology/approach
Drawing on critical theories of temporality, semiotics and design literacies, this paper offers a conceptual analysis of pedagogical experiments involving the integration of text-to-image AI systems in architectural studio education. It examines prompt crafting as a semantic and narrative-based mode of design inquiry that disrupts conventional temporal regimes of design production.
Findings
AI language prompts interrupt the rush toward visual resolution, creating temporal space for dwelling in ambiguity, reflection and conceptual development. This condition of “temporal dwelling” reconfigures the ontological foundation of design education by shifting emphasis from outcome-driven production to process-oriented meaning-making that is enacted through linguistic structures.
Research limitations/implications
This paper is conceptual and interpretive rather than a comparative empirical study. It does not evaluate student performance quantitatively, compare AI-assisted and non-AI workflows or provide extended visual case analysis of studio outputs. Its contribution lies instead in theorising how AI-mediated prompting reshapes temporal experience, linguistic mediation and reflective inquiry in architectural pedagogy. The implications are pedagogical and research-oriented: educators may use prompt-based practices to cultivate hybrid literacies, temporal awareness and critical reflection, while future research should test these claims through longitudinal, visual and comparative studio-based studies.
Practical implications
The paper suggests that generative AI should be integrated into architectural education not simply as a tool for faster image production, but as a pedagogical medium for reflective, language-based design inquiry. It offers practical directions for studio teaching, including structured prompt iteration, reflective documentation, temporal scaffolding and hybrid workflows that move between linguistic, visual and material modes of design. These strategies can help educators cultivate prompt literacy, metacognitive awareness and critical AI literacy while resisting purely instrumental uses of AI and supporting more deliberate, conceptually grounded forms of design learning.
Social implications
The paper has social implications in how future architects are taught to engage with AI critically. By framing prompting as a reflective and linguistically mediated practice, it supports forms of education better equipped to address complexity, uncertainty and socially contested futures. It also foregrounds the need to interrogate bias, cultural stereotyping, environmental cost and the politics of representation embedded in generative systems. In this sense, the paper argues for an architectural pedagogy that prepares students not only to use AI, but to question its assumptions, consequences and uneven social effects.
Originality/value
Extending current discourse on prompt crafting, this paper argues that AI-mediated language practices constitute a hybrid methodology capable of reconciling immediate technological affordances with reflective, slowed pedagogical processes. By foregrounding language as a medium of spatial and conceptual exploration, the paper contributes to emergent debates on hybrid practices in architectural education and design research in the Anthropocene.