Pre-sign detection technology is gaining attention as a crucial defense mechanism in the cryptocurrency space, focusing on identifying lookalike addresses and poisoned transaction histories in real time. This approach aims to enhance security by preventing fraudulent activities before they occur, offering a proactive solution to protect digital assets. As the crypto industry continues to face sophisticated threats, the implementation of such technologies is becoming increasingly vital for safeguarding user funds and maintaining trust in blockchain systems.