At Scale AI, I rework infrastructure-as-code tasks in Terraform, AWS CDK, Pulumi, and Helm, and help turn client requirements into clear guidelines for technical AI training projects. Auditing submissions and reviewing work in live sessions helped raise a project's QC pass rate from 75% to 90%+.
At Rogers Communications, I provisioned AWS and Azure infrastructure with Terraform, helping achieve 99.9% uptime for telecom services and cut deployment inconsistencies by 40%. I also automated user lifecycle and service provisioning with Python and Bash, and supported production through 24/7 on-call rotations.
I built a GitOps developer platform on Kubernetes, where a self-service CLI scaffolds services and Kyverno enforces guardrails. Argo Rollouts can automatically roll back canaries when success-rate or p99 latency checks fail; the project is public on GitHub.

