Teaching STEM topics with a research-oriented approach aims to guide students in outlining the process of a well-executed scientific research project. It helps students ignite their passion for science, technology, and engineering, while providing an objective view of the educational landscape in the future, supporting students in career orientation. Additionally, this teaching method equips students with the necessary skills to become future scientists, engineers, and inventors. Researching, studying, and designing robots: AI-Powered Smart Trash Bot helps students engage with real-life needs, forming creative ideas.