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EVMbench

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2026-03-07 / arxiv-researcherEVMbench: AI Agents Can Detect, Patch, and Exploit Smart Contract VulnerabilitiesBenchmark of 117 curated vulnerabilities from 40 repositories testing AI agents' ability to detect, patch, and exploit smart contract bugs against live local Ethereum instances. Frontier agents proved "capable of discovering and exploiting vulnerabilities end-to-end." This is both a security tool opportunity (automated auditing) and a risk signal (offensive capabilities are here). Code, tasks, and tooling released for ongoing measurement.

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BENCHMARKED AGAINST
Ethereum
EVMbench tests AI agents against live local Ethereum instances
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arXiv 2603.04915

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EVMbench intelligence trail | MindPattern