Ontologies of Vector Space: Multimodality, Representation and Agency in Architectural AI ResearchSaturday 14 November 2026, 17:00 – 18:30

The Paradoxical Potential of the Post-Lenticular Baroque

  • Thomas ParkerAssociate Professor; Media Director The Bartlett School of Architecture, UCL

Architecture representation has always been closely linked to perspectival and lenticular conditions, whether it be in drawing, image, or model. Yet, Vision-Language Models (VLMs), and emerging world models, are operating outside of these traditional spatial, aesthetic, and representational associations. Although initially trained on visual datasets to simulate physical environments, these multimodal models operate in fundamentally non-visual, translating images into operational coordinates, data points, and machine-readable instructions for autonomous actors.

However, when instructed to render representational or spatial imagery, the statistical nature of these models become apparent, often producing imagery that lacks a true understanding of consistent optical parallax, rigorous lens geometry, or the physical constraints of lens-based media. While these anomalies may be considered inconsequential to autonomous machines and systems, subjecting these images to the lenticular measurement practices of metrology, such as photogrammetry, exposes the distorted spatial territories of these models and their post-lenticular understandings of the physical environment.

This talk will unpack the paradoxical potential of these artificial spatial conditions, as a territory of operational and post-lenticular intrigue, through a design-led research project, The Post-Lenticular Baroque.

Panel

Ontologies of Vector Space: Multimodality, Representation and Agency in Architectural AI Research

Saturday 14 November 2026, 17:00 – 18:30

Chair: Penelope Haralambidou — The Bartlett, UCL

This panel examines how vector-space models and multimodal AI are transforming architectural representation and research. It considers how spatial, visual and linguistic information is organised within computational systems and how this redistributes agency between designers, models and data. The discussion asks how architectural practice can critically engage with the assumptions embedded within these technologies.