Fast and Slow Pills are Doraemon's Gadgets. While in the manga, they are pills, in the 2005 anime, they are cologne and is called the Feeling Cologne.
When one uses the Fast (Quick in the anime), they become really fast and can't stop until it wears off. The effect is also stack-able.
When one uses the Slow, the user becomes really slow until it wears off.