Academy mode means: A focused, structured self-improvement state where someone commits to learning a specific skill, genre, or craft with disciplined, school-like dedication - watching tutorials, taking notes, running. There is no real cause for parental concern; it is descriptive vocabulary rather than risky behaviour. It is an education-system term, so usage is institutional and routine. If your teen uses it, context will usually make the intent clear. A short, curious question about where they heard it is usually all that is needed to know whether to follow up.