This project developed an ESP32-based IoT training kit to build learners’ competencies in knowledge, skills, attitude, and application. Through project-based learning, students created an intelligent motorcycle access system integrating AI license plate recognition, and real-time data logging. Results show effective theory-practice integration and improved innovation skills.