Address poisoning, a tactic where malicious actors create lookalike addresses to deceive users into signing transactions, remains a threat due to the validity of these transactions and the user's willingness to sign. The most effective defense against this type of attack is implementing pre-sign detection systems. These systems can identify lookalike addresses and detect poisoned transaction histories in real time, providing a crucial layer of security for users.