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Also read these vocabulary lessons dedicated to each or the words:

сам: http://masterrussian.com/vocabulary/sam_myself.htm
самый: http://masterrussian.com/vocabulary/samiy.htm

сам = himself, herself, itself
самый = the most
тот же самый = (set expression) the same