Web3 Wallets in ‘Turbulent Autumn’: AI Era Security Evolution

The notable shift here is that wallet security is being reframed as a moving target rather than a solved problem: the cited incidents span key generation, supply chain and privacy, which are different failure modes requiring different defenses. That matters because it undercuts the assumption that hardware or self-custody alone removes counterparty risk. The proposed direction — AI-assisted, proactive risk assessment replacing static rules — is also the same technology curve lowering attack costs, so defenders and attackers are drawing on the same tools. Whether wallet makers can ship adaptive defenses faster than attacks scale is the open question.