Entanglement critically underpins the cutting-edge quantum technologies as well as a plethora of quantum foundational problems. Identifying universal principles for efficient scalable entanglement production, particularly in an exponentially fast, remains an important challenge. Now, by unveiling a link to the operator delocalizing dynamics on a meticulously crafted correlation landscape, a comprehensive understanding for the physical mechanism driving rapid entanglement production is established, which could help pinpoint explicit interacting many-body systems to realize the ambitious goal of exponentially fast generation of many-particle entangled states.