Training State of the Art Vulnerability Discovery Agents through Reinforcement Learning
depthfirst.com | research | #web3 | #smart-contracts | #vulnerability-detection | #ai-agent | #reinforcement-learning | #evmbench | #security-model
Summary
depthfirst introduces dfs-mini1, a security model co-trained with its harness via reinforcement learning; it reaches Pareto optimality on OpenAI's EVMBench Detect and state-of-the-art pass@8.
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--- id: 5437 title: "Training State of the Art Vulnerability Discovery Agents through Reinforcement Learning" source_domain: depthfirst.com source_url: "https://depthfirst.com/research/dfs-mini1-agent" published_at: "2026-03-31T00:00:00Z" tags: ["web3", "smart-contracts", "vulnerability-detection", "ai-agent", "reinforcement-learning", "evmbench", "security-model"] phying_url: "https://phying.com/item/5437" lang: en --- # Training State of the Art Vulnerability Discovery Agents through Reinforcement Learning ## Summary depthfirst introduces dfs-mini1, a security model co-trained with its harness via reinforcement learning; it reaches Pareto optimality on OpenAI's EVMBench Detect and state-of-the-art pass@8. ## Intelligence Metadata - **Sources:** depthfirst.com - **Published:** 2026-03-31T00:00:00Z - **Original:** https://depthfirst.com/research/dfs-mini1-agent - **Phying News:** https://phying.com/item/5437