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Yuxuan Li

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Open access Aug 2026

A Multi-Agent LLM Framework for Automated Software Testing

A multi-agent testing framework in which requirement analysis, test-case generation, sandboxed execution, and defect detection are delegated to four distinct agents, and in which detection rests on a composite rule combining the execution signal with the semantic judgment of a dedicated diagnostic agent.

Yuxuan Li · Transactions on Computing Sc... · 0 citations