Activities per year
Abstract
This paper examines the emerging intelligence-control gap in generative AI imaging and its implications for curriculum design. Through a comparative case study of two scaffolded modules, World Building and Storytelling, it analyses the shift from controllable open-weight diffusion pipelines to LLM-orchestrated multimodal systems. The comparison reveals a structural division: multimodal intelligence accelerates staging and narrative alignment, while controllable pipelines remain essential for continuity, editability, and print mastering. Creative agency did not correlate with system intelligence but with visual judgement and documented intervention. The subsequent redesign operationalises a syntegrative curriculum model that bridges intelligence and control through method-led practice.
| Original language | English |
|---|---|
| Title of host publication | 2026 2nd International Conference on Artificial Intelligence and Education (ICAIE 2026) |
| Place of Publication | Taicang, China |
| Publisher | IEEE |
| Number of pages | 5 |
| Publication status | Accepted/In press - 2026 |
| Event | 2026 2nd International Conference on Artificial Intelligence and Education, ICAIE 2026 - XJTLU Entrepreneur College, Taicang, China Duration: 13 May 2026 → 15 May 2026 |
Conference
| Conference | 2026 2nd International Conference on Artificial Intelligence and Education, ICAIE 2026 |
|---|---|
| Country/Territory | China |
| City | Taicang |
| Period | 13/05/26 → 15/05/26 |
Keywords
- AI imaging
- production workflow
- creative agency
- visual pedagogy
- multimodal
Activities
- 1 Presentation at conference/workshop/seminar
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Bridging the Intelligence-Control Gap: A Case Study in Syntegrative Curriculum Design for AI Imaging
Lau, K. (Speaker)
13 May 2026 → 15 May 2026Activity: Talk or presentation › Presentation at conference/workshop/seminar
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