The evaluation uses recent vulnerability examples to test Security Swarm's ability to find security issues. Devin says the system can identify more bugs at lower cost than prior approaches.
Security-focused agent workflows are becoming more practical for pull request review and defensive code analysis. Developers may be able to catch auth bypasses, logic flaws, and vulnerable patterns earlier in the development cycle.
Teams should start by applying Security Swarm-style review to high-risk changes and security-sensitive services. Results should still be validated by humans before patches or vulnerability claims are treated as final.
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