He includes two interesting demos. One is that by attaching the flickering LED to a BJT he can turn it into a current amplifier and successfully drive a much more powerful 1W LED with the same effect.

Take your pick: Mathematical equations governing the various currents inside a BJT A good place to start ... application of a transistor as a linear amplifier and cannot be used to explain ...