This research addresses the challenges of low user engagement and superficial cultural understanding in the digital inheritance of Batik, an Intangible Cultural Heritage, by proposing and implementing a Human-Agent collaboration framework based on Experiential Learning Theory. Through the development of the “BatiCloud” digital platform, we integrated a knowledge-based Agent powered by intelligent Q&A systems and a creative Agent based on Wavelet Models, forming a four-stage interaction model of “Cloud Gathering-Cloud Analysis-Cloud Painting-Cloud Creation.” The platform utilizes intelligent Q&A to guide cultural understanding, supports pattern innovation design through Wavelet Models, and enables the transformation of users’ online creations into physical products. The research validates the feasibility of the “user-led, Agent-assisted” interaction paradigm while proposing technical expansion paths based on augmented reality pattern recognition and virtual reality craft simulation. This study provides an extensible theoretical framework for human-computer interaction design in digital cultural heritage preservation, making significant contributions to enhancing innovative practices in Intangible Cultural Heritage transmission.