TerraProbe shows that targeted Checkov removal overstates LLM Terraform repair success, with 71.4% of plan-compared real-world repairs being deceptive fixes that leave vulnerabilities intact.
Chen et al., ”CloudEval-YAML: A Benchmark for Cloud Configuration Generation,” arXiv:2401.06786, 2024
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Empirical Software Engineering TerraProbe: A Layered-Oracle Framework for Detecting Deceptive Fixes in LLM-Assisted Terraform
TerraProbe shows that targeted Checkov removal overstates LLM Terraform repair success, with 71.4% of plan-compared real-world repairs being deceptive fixes that leave vulnerabilities intact.