UX warnings alone don't stop scams. For platforms, @web3_antivirus sees real protection at the execution layer, where risky approvals, swaps and contract interactions can still be detected before they turn irreversible. By the time a generic warning appears, the user may already be too far into the flow.(Cointelegraph)