The discussion highlights the beauty of various mathematical proofs, with participants sharing their favorites. Euclid's proof of the infinitude of primes is frequently mentioned for its simplicity and elegance. The book "Proofs from THE BOOK" by Aigner and Ziegler is recommended as a collection of beautiful proofs. Other notable mentions include Maxwell's proof of the Gaussian distribution and the proof of the change of variables formula, both appreciated for their elegance. The conversation emphasizes the aesthetic appeal of mathematics, particularly in proofs that connect different areas like topology and algebra.