This hands-on session celebrates student brilliance by empowering teachers to integrate AI-guided entrepreneurship into their curriculum. Participants will experience a research-based pedagogical platform that scaffolds high school students through business ideation, pitch development, and startup fundamentals using adaptive AI feedback (aligned with Vygotsky's zone of proximal development). Through interactive demonstrations and authentic learning activities, educators will explore how machine learning personalizes content, provides real-time formative feedback, and prepares students for competitions and real-world innovation. Attendees will gain practical strategies for implementing AI-powered tools that develop computational thinking, ethical technology use, and 21st-century entrepreneurial skills in their classrooms.