Detecting Privilege Escalation in Cloud-Native Environments with AI

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This presentation explores cloud security concerns in AWS EKS environments, focusing on Kubernetes RBAC and AWS IAM permissions. It highlights limitations in existing detection systems and introduces a novel approach leveraging temporal graph modeling and semantic reasoning for advanced threat classification. Supported by synthetic attack scenarios and statistical validation, the research evaluates detection system efficacy via Spinnaker pipeline metadata analysis. The conclusion summarizes...