little and a little have different meanings.
Little means little, less or lesser, not much, etc.
A little means some, though not much, small in size, not big, not large, tiny , etc.
Sentences describing the same are:
Little milk was left in the bottle;
There is little hope for his recovery;
A little more hard work would have led to his success;
A little attention would have saved the accident.