Assume a physical device exists that can solve the Halting Problem instantly. Describe the impact of this device on the field of cryptography, mathematical proof, and scientific discovery. Specifically, analyze if the existence of this oracle would lead to the collapse of all mathematical knowledge or the acceleration of a 'Theory of Everything,' considering the limitations of human understanding to comprehend the oracle's output.