A three-week group deployment of the ArtKrit drawing tool shows artists evolving from experimentation to selective use within supportive peer networks, suggesting CST evaluations should function as artistic practice opportunities.
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NIRVANA supplies keystroke-level logs, complete ChatGPT dialogues, and copied content from 77 students to reconstruct AI-assisted essay writing and classify students into four behavioral profiles: Lead Authors, Collaborators, Drafters, and Vibe Writers.
IdeaBlocks modularizes divergent intents into Exploration Blocks with multi-level reuse options, enabling 2.13 times more images explored and 12.5% greater visual diversity than baseline in a comparative user study.
Narrix helps novices identify and reuse narrative strategies from examples through visualization and strategy-steered generation, improving retention, confidence, and adaptation over chat interfaces in a 12-person study.
AI Craftsmanship is a value-oriented framework that embeds craftsmanship values of risk, rhythm, and care into AI tools for design education to promote reflective and responsible learning through making.
DataSway supports creation of semantically aligned animations for metaphoric data visualizations by generating clips via VLMs and coordinating timelines based on entity order, attributes, layout, or randomness.
Script2Screen integrates scriptwriting with an interactive text-to-audiovisual pipeline for dialogues, using a user study to show it supports iterative refinement in creative writing.
NexusAI decomposes LLM inspirations into navigable functional fragments and abstractions to improve creative design space exploration, with a user study showing reduced cognitive overhead.
Artographer is a zoomable 2D embedding-based map for art exploration, evaluated in a study with 20 participants to surface values of Visibility, Agency, Serendipity, and Friction that challenge recommendation-driven media distribution.
A within-participants study with design students found that sketch inputs to an AI ideation tool increased fluency but students still preferred text prompts, pointing to design choices that could better preserve reflective practice.
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Narrix helps novices identify and reuse narrative strategies from examples through visualization and strategy-steered generation, improving retention, confidence, and adaptation over chat interfaces in a 12-person study.
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NexusAI: Enabling Design Space Exploration of Ideas through Cognitive Abstraction and Functional Decomposition
NexusAI decomposes LLM inspirations into navigable functional fragments and abstractions to improve creative design space exploration, with a user study showing reduced cognitive overhead.