OpenAI and Paradigm introduced EVMbench, a benchmark designed to test how AI agents detect, patch and exploit smart contract vulnerabilities. The benchmark uses real vulnerability patterns from Ethereum-style environments and evaluates whether agents can operate in conditions closer to live blockchain systems.

The important part is not only that AI can help auditors. The bigger issue is symmetry: the same capability that helps find vulnerabilities can also help attackers understand and exploit them faster. In crypto, where deployed contracts can secure large amounts of value and cannot always be easily changed, that matters.

AI security tools will not simply make DeFi safer by default. They may raise the speed of both defense and offense. The projects that benefit most will be the ones that use AI for continuous testing before attackers do.

The main question, whether audit firms, protocols and bug bounty programs start using AI benchmarks as part of standard smart contract security workflows.