The Dirac delta function is a mathematical construct with zero width and infinite height, representing a probability distribution that is nonzero only at a single point, unlike traditional probability distributions that are finite everywhere. It is not considered a legitimate probability distribution due to its infinite value at that point, which conflicts with the definition of a probability density function (PDF). In quantum mechanics, the Dirac delta function plays a role in normalizing wave functions and calculating probabilities associated with eigenstates during observations. The discussion highlights the need for a solid understanding of measure theory to navigate the complexities of distributions and their applications. The thread also touches on the confusion surrounding the nature of the Dirac delta function and its integration limits in practical problems.