This article explains how a local 7B model was fine-tuned to answer cloud security, Kubernetes, Terraform, and compliance questions from a rule-based dataset
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Kubesploit
@kubesploit
- This case study explains how a Kubernetes secrets audit exposed weak secret handling and forced a move toward safer secret management It covers encoded secrets, RBAC, encryption, external secret stores, and audit-ready controls ➤
- Copy Fail Destroyer runs on Kubernetes nodes to detect and remediate Copy Fail and Dirty Frag by probing vulnerable kernel modules, unloading them, exposing metrics, and supporting Helm or ArgoCD deployment ➤
- This article presents a three-layer tenant isolation design where each tenant gets its own control plane, VM nodes and isolated network via KubeFlex, KubeVirt and OVN-Kubernetes, with latency measurements ➜ ku.bz/YRcVzxByx
- k8scout maps realistic Kubernetes escalation paths from a compromised pod to cluster-admin, node access, secret theft, or cloud IAM takeover, with graph output and reviewer mode ➤
