The discussion centers on proving that the square root of 3 is irrational using proof by contradiction. Participants suggest starting by assuming that the square root of 3 is rational, expressed as a fraction of two integers with no common factors. A contradiction arises when both integers are shown to have a common factor, specifically 3, leading to the conclusion that the initial assumption is false. Additionally, there is a comparison made with the proof of the square root of 2's irrationality, highlighting historical context and the evolution of these mathematical proofs. The conversation also touches on the irrationality of other square roots, emphasizing the distinction between perfect squares and non-perfect squares.