KubeGuard generates and refines Kubernetes Roles, NetworkPolicies, and Deployments from aggregated audit, network, and provenance logs using prompt-chained LLMs, achieving F1 up to 0.96 with GPT-4o.
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KubeGuard: LLM-Assisted Kubernetes Hardening via Configuration Files and Runtime Logs Analysis
KubeGuard generates and refines Kubernetes Roles, NetworkPolicies, and Deployments from aggregated audit, network, and provenance logs using prompt-chained LLMs, achieving F1 up to 0.96 with GPT-4o.