Plan, implement, or validate AWS infrastructure, Terraform modules, Ansible roles, K3s bootstrap, and the handoff to GitOps. Use for VPC, compute, storage, IAM, load balancing, DNS, K3s node, or cluster bootstrap changes.
Implement or review K3s GitOps resources, Kustomize overlays, Argo CD, Argo Events/Workflows, Kubeflow jobs, platform services, autoscaling, CI/CD promotion, rollback, and operational validation. Use for changes under k8s/ or cluster deployment workflows.
Review or implement security-sensitive changes involving authentication, tenant isolation, UUID APIs, webhooks, capabilities, presigned storage, untrusted workloads, secrets, IAM, Harbor, network exposure, or infrastructure. Use alongside any affected domain…
Orient cross-cutting work in the MLOps PaaS repository, including component ownership, system planes, identifiers, state ownership, and upload, training, deployment, inference, and drift lifecycles. Use before work that spans multiple services or when the…
Implement or review the React/Vite frontend, including feature-first boundaries, route coordinators, React Query, API clients, design tokens, responsive UI, accessibility, i18n, and runtime logs. Use for any change under web/ or any browser-facing workflow.
Implement, diagnose, or review Python backend services and their contracts: Control Plane, consumer, model-packager, model-server, ML/DL serving, Evidently, and training-runner. Use for API, database, task, callback, execution, storage, inference, drift, or…
Configure or troubleshoot local Docker Compose and production runtime differences, including service topology, ports, volumes, execution backends, environment variables, secrets, container restarts, and Docker-versus-Argo behavior. Use for…