We are developing a machine-learning based agent for future intelligent tutoring systems. This agent is designed to offer personalized support for children's metacognitive monitoring—essentially, helping them think about their own thinking—based on their facial expressions in real-time. In the future, we plan to conduct a study with users to compare their learning outcomes, such as task scores, when they learn with and without the help of this agent.