In the article they call it a buzzer (wrong), but they use a speaker (that looks like a buzzer).
If you have used an active buzzer, then you will have the annoying sound in between, and the tones are not clean.
Use the same passive speaker as in the article, or use a flat piezo disk as you have shown on the Fritzing in post#2.
Leo..