The discussion centers on the mathematical identity sqrt(x^2) = |x|, emphasizing that the square root function is defined to return the non-negative root to ensure it is single-valued. Participants clarify that while x^2 can yield two solutions, the square root is conventionally taken as the positive one, making it a function. The equivalence of sqrt(x^2) and |x| is framed as a matter of definition rather than a deep mathematical proof, with the understanding that both functions yield the same results across their respective domains. The conversation also touches on the arbitrary nature of definitions in mathematics, suggesting that some concepts are accepted as axioms. Ultimately, the conclusion reinforces that sqrt(x^2) = |x| is a definition rooted in the need for a unique output from the square root function.