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Beyond creativity

Decoding changes mediated by Generative AI models in visual generative media and creative production

Bibliographic Data

ID22009372
AuthorsPranjali J Mann (Simon Fraser University), Alberto Lusoli (0000-0001-9125-3561, Toronto Metropolitan University)
Year2026
Publication date2026-01-02
Open AccessYes
TypeARTICLE
VenueAoIR Selected Papers of Internet Research (JOURNAL)
Journal identifiersISSN: 2162-3317 • E-ISSN: 2162-3317
PublisherUniversity of Illinois Libraries (PUBLISHER)
DOI10.5210/spir.v2024i0.15237
OpenAlexW7133511085
LanguageEN

The paper explores the use of generative artificial intelligence (GenAI) in creative production of images and videos. We focus on Runway, a US based AI company developing multimodal foundation models geared toward video editors and VFX artists. We borrow from science and technology studies, critical data studies and media studies to examine how GenAI technologies are mediating creative production, idealizing (affordances of) tools, and disrupting creative workflow. We pay close attention to embedded assumptions about the users, design choices, and technical constraints in the creative production. Using the app walkthrough method, we analyze the temporal and technical aspects of the creative workflow as mediated by Runway’s Gen-3 Alpha model. Our research shows three dominant ways in which Runway conceptualizes creative production: immediacy (blurring ideation and execution); iterativity (prompt engineering); and control (agency as transferred from creative thinking and doing to aesthetic judgement). In this way, the model emphasizes creativity where linguistic interaction, via prompting, relies on continuous exercise of aesthetic judgment constrained by the technical system (source datasets, algorithms, parameters); it shifts the locus of creative production by widening the gap between thinking and doing in creative practice. Hence, these “new” technologies propose moments of rupture wherein logics of industrial productivity, extraction, and automation are reinforced, and creative expertise, skills, autonomy, and professional identity of creative workers are reshaped

Computational Creativity · Creative brief · Creative industries · Creative work · Creativity · Generative grammar · Immediacy · Sensemaking · Artistic and Creative Research · Creativity in Education and Neuroscience · Ethics and Social Impacts of AI

Highly citedNo

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