The literal translation of "Poco a poco" is "Little by little". The expression is used to prompt someone to be patient and conscious of his/her limitations when pursuing some ambitious goal.
Adagio means 'at ease' in Italian, and denotes a slow pace, around and under 60 beats per minute. It is the second slowest of the most common tempo markings, after largo.