Self-directed learning is a crucial ability for humans to acquire information and learn new skills(Knowles,1975), and it has demonstrated promising results in embodied agents within Minecraft games(Wang et al.,2023a). With a pre-defined learning objective, such as mastering spreadsheet manipulation...