In season 6 episode 8 of The Big Bang Theory, "43 Pecularity", Rajesh and Howard had installed the hidden cameras and they checked them the next day in the time Sheldon was about to go to his "hideout".
So when did Sheldon make the fake recording and set it instead of the real camera stream?