Problem solved
Environment drift and missing persistence in Kubernetes were making deployments more fragile across justice services and internal AI workloads.
Outcome
Shipped image-tag rollouts, standardized environment config, and persistent volume updates that improved reliability for ministerial services and AI deployments.
Built with
Kubernetes, Argo CD, Helm, YAML
Time taken
February-April 2026
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