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Farooq Shaikh

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#artificial intelligence Jul 2026

Does Runtime Topology Context Improve LLM-Generated Kubernetes Security Patches?

KuTIE (Kubernetes Topology Intelligence Engine), which builds a live cluster context from Istio call edges, Trivy KSPM findings, and the service-account bindings a workload reads, and conditions LLM patch generation on it, and improves remediation of topology-dependent findings well beyond scanner-only context.

Farooq Shaikh · arXiv.org · 0 citations