Generative AI should be reframed as an active creative medium where humans use the SOSS process of shaping, observing, stirring, and selecting to sustain creative quality through conversation instead of judging outputs.
arXiv preprint arXiv:2303.12647 (2023)
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Presents the CCAI ontology and SPARQL retrieval method to convert ephemeral Human-Generative AI prompt interactions into explicit, machine-readable collaboration traces, illustrated in a competency-profile software case study.
Interviews reveal a four-stage vibe coding workflow that accelerates prototyping while introducing tensions between quick efficiency and reflective design intention, plus asymmetries in trust and ownership.
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Material for Thought: Generative AI as an Active Creative Medium
Generative AI should be reframed as an active creative medium where humans use the SOSS process of shaping, observing, stirring, and selecting to sustain creative quality through conversation instead of judging outputs.
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From Prompts to Context: An Ontology-Driven Framework for Human-Generative AI Collaboration
Presents the CCAI ontology and SPARQL retrieval method to convert ephemeral Human-Generative AI prompt interactions into explicit, machine-readable collaboration traces, illustrated in a competency-profile software case study.
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Vibe Coding in Product Teams: Reconfiguring AI-Assisted Workflows, Prototyping, and Collaboration
Interviews reveal a four-stage vibe coding workflow that accelerates prototyping while introducing tensions between quick efficiency and reflective design intention, plus asymmetries in trust and ownership.