Created after the fall of Norman Osborn, the Avengers Academy was an effort to pro-actively train the next generation of superhumans, not as soldiers like the Initiative did, but as heroes. A secondary goal was to specifically watch over the freshmen class, young superhumans who had been tortured or manipulated by Osborn during his Reign, making them high risk for becoming super-villains.
