Embark on an epic journey to unravel the mystery behind confabulations in Large Language Model systems. As a skilled detective in a futuristic world, you must use cutting-edge technology to detect and prevent false outputs from LLMs. Dive into a thrilling adventure filled with twists, turns, and high-stakes decisions as you race against time to safeguard information integrity.