Read the Paper Like a Referee, Not a Student

Most people read scientific papers the way they read instruction manuals - linearly, dutifully, and with mounting confusion. You will learn to attack a paper the way a peer reviewer does: starting from the back, hunting for the hidden assumptions, and knowing exactly which numbers to distrust before you read a single result.