High Tech High GSE’s Kaleidsocope framework supports educators in designing transformative learning experiences. However, designing for and with learners takes a lot of time and creative energy. This workshop introduces collaborative protocols for community-oriented projects and strategies for using the AI-companion to High Tech High’s Kaleidoscope Framework as a resource for lifting some of the cognitive weight of design.