Rafael Matsudo shares the evolution of NicolBot, an AI tutor that has transformed into a research project exploring governed longitudinal interactions with AI in education. Following a significant observation in 2026, the project expanded to investigate how AI can autonomously reason within an educational context while remaining governed by human authority. The aim is to develop educational AI that is capable, persistent, and governable, focusing on real-world application and ethical considerations.