Published December 8, 2025 | Version v1
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Artistic Creation Practice and Exploration Based on AI Human-Machine Co-creation and Virtual Simulation

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This study investigates innovative art creation methodologies leveraging AI-driven human-machine collaboration and virtual simulation technologies, with accessory design serving as a practical case study. The research establishes a closed-loop workflow model encompassing "Concept Generation-Asset Transformation-Immersive Tuning-Iterative Optimization" (CAII). Through the implementation of the "Time-Space Ring" buckle design—from AI-generated concepts to 3D modeling and dynamic validation with leather bags in virtual environments—the methodology successfully bridges the gap between static renderings and interactive prototypes, significantly enhancing design efficiency and feasibility. Practical applications demonstrate that this approach not only overcomes traditional design constraints in functional verification and user experience evaluation, but also provides a forward-looking digital solution for addressing the rapidly evolving demands of the fashion industry

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