In a groundbreaking achievement, a former Nvidia engineer has leveraged the power of a datacenter-grade A100 GPU to discover the largest known prime number, boasting an impressive 41 million digits. Unlike traditional CPU-heavy protocols, this endeavor relied on the parallel processing capabilities of GPUs—technologies primarily designed for high-performance tasks such as gaming and simulations. The newly identified prime number, M136279841, falls within a special category known as Mersenne primes, defined as primes that are one less than a power of two. Enthusiasts can find all 41,024,320 digits publicly accessible through resources provided by the Great Internet Mersenne Prime Search (GIMPS). The GIMPS initiative, which began in 1996, underscores the immense potential of GPUs in computational mathematics, pushing boundaries beyond conventional graphical applications. The discoverer, Luke Durant, recognized the efficiency of GPUs in the search for Mersenne primes, setting up an expansive infrastructure to run GIMPS software across multiple servers. Verification of the discovery was conducted using an Nvidia H100, marking the first instance of a probable prime test identifying a GIMPS prime. This discovery, though not immediately impactful in everyday life, showcases the profound computational capabilities of modern GPUs. As industries ranging from cryptography to AI increasingly depend on such advancements, the future of computational tasks may shift away from traditional CPUs. With next-gen GPUs on the horizon, the computing landscape is poised for further evolution.