In May 2025, Jary developed an enterprise deployment pattern for OPEA Chat QnA, integrating Red Hat OpenShift, GitOps, and AMD Instinct hardware. The work, contributed to the validatedpatterns/docs repository, established an end-to-end deployment workflow covering prerequisites, model preparation, deployment verification, and automated continuous delivery. Leveraging skills in AI/ML deployment, containerization, and DevOps, Jary designed a scalable solution that aligns with enterprise requirements for hardware-accelerated performance and reproducibility. The pattern enables production-like deployments with automated verification, supporting future scalability and reuse. Documentation was provided in adoc, ensuring clarity and maintainability for teams adopting the deployment approach.