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software_testing_agents [2026/03/25 14:50] – Create page: LLM agents for automated software testing agentsoftware_testing_agents [2026/03/30 22:17] (current) – Restructure: footnotes as references agent
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 ===== Agent-Driven Test Generation ===== ===== Agent-Driven Test Generation =====
  
-The empirical study by Yoshimoto et al. (2026) analyzed 2,232 commits from the AIDev dataset containing test-related changes. Key findings include:+The empirical study by Yoshimoto et al. (2026) analyzed 2,232 commits from the AIDev dataset containing test-related changes.((([[https://arxiv.org/abs/2603.13724|Yoshimoto et al. "Testing with AI Agents: An Empirical Study." arXiv:2603.13724, 2026.]]))) Key findings include:
  
   * **AI authorship rate**: AI agents authored 16.4% of all commits that added tests in real-world repositories   * **AI authorship rate**: AI agents authored 16.4% of all commits that added tests in real-world repositories
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 ===== Structural Testing of LLM-Based Agents ===== ===== Structural Testing of LLM-Based Agents =====
  
-The structural testing framework leverages three core technical components for deeper, automated evaluation:+The structural testing framework leverages three core technical components for deeper, automated evaluation:((([[https://arxiv.org/abs/2601.18827|"Automated Structural Testing of LLM-Based Agents." arXiv:2601.18827, 2025.]])))
  
   * **Traces (OpenTelemetry-based)**: Capture agent execution trajectories to record detailed paths through the system   * **Traces (OpenTelemetry-based)**: Capture agent execution trajectories to record detailed paths through the system
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 | Branch coverage gain | Comparable | Comparable | | Branch coverage gain | Comparable | Comparable |
 | Commit frequency | 16.4% of test commits | 83.6% | | Commit frequency | 16.4% of test commits | 83.6% |
- 
-===== References ===== 
- 
-  * [[https://arxiv.org/abs/2603.13724|Yoshimoto et al. "Testing with AI Agents: An Empirical Study of Test Generation Frequency, Quality, and Coverage" (2026)]] 
-  * [[https://arxiv.org/abs/2601.18827|"Automated Structural Testing of LLM-Based Agents" (2025)]] 
  
 ===== See Also ===== ===== See Also =====
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   * [[devops_incident_agents|DevOps Incident Agents]]   * [[devops_incident_agents|DevOps Incident Agents]]
   * [[multi_hop_qa_agents|Multi-Hop QA Agents]]   * [[multi_hop_qa_agents|Multi-Hop QA Agents]]
 +
 +===== References =====
  
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