A fast telescope just refers to the telescopes focal ratio, and a telescope with shorter exposure is called "fast", whilst a telescope with a longer exposure is called "slow". If a telescope has a focal ratio of f/4, then it can gather light 'faster' than a telescope with a focal ratio of f/8.0 - the focal ratio is just determined by the aperture and the focal length of the telescope.