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Intangible cultural heritage is an important part of cultural continuity, and engaging younger generations is essential to its preservation and development. However, traditional crafts often involve complex production processes and practice-based knowledge, making them difficult for younger users to understand and engage with. This paper presents Porcelain Rebirth Workshop, a generative AI-supported co-creation game based on Jingdezhen handmade porcelain craftsmanship. The game uses the fragments of an ancient blue-and-white porcelain vase as a narrative clue and invites players to design its rebirth. Players determine the rebirth direction and complete five porcelain-making stages: throwing, trimming, underglaze painting, glazing, and firing. A generative AI character, the “fairy,” participates as a co-creation partner in three key stages: determining the rebirth direction, designing decorative patterns, and naming and describing the finished work. By integrating artifact storytelling, craft processes, and generative AI interaction, the game transforms traditional craft knowledge into a participatory co-creation experience.