kutie-66b8b307·1 events·first seen Aliases: KuTIE
Researchers introduce KuTIE (Kubernetes Topology Intelligence Engine), a system that conditions LLM patch generation on live cluster context derived from Istio call graphs, Trivy KSPM findings, and service-account bindings. Evaluated on a purpose-built 36-deployment healthcare cluster with 248 trials, topology context raises correctness of topology-dependent patches from 11.1% to 78.0%, a gain that holds across multiple models and six of seven dependency classes. A topology-independent control shows no improvement, isolating the effect to the live graph context rather than generic prompt enrichment. The work addresses a concrete failure mode in LLM-based security automation: patches that are technically compliant but break runtime service dependencies.