Why This Role Stands Out
This leadership role offers significant impact by designing cutting-edge AI infrastructure, perfect for experienced architects passionate about Kubernetes, NVIDIA DGX, and MLOps. You'll thrive in this hybrid environment, contributing to innovative projects and shaping the future of AI at Prabhav Services Inc. Apply now to advance your career in a dynamic tech leader!
Quick Overview
Job Description
Job Summary
We are seeking a Principal AI Infrastructure Architect to design, build, and operate secure, scalable GPU-accelerated AI platforms. The ideal candidate will have deep expertise in Kubernetes, NVIDIA DGX infrastructure, InfiniBand networking, BlueField DPUs, and MLOps platforms.
This is a hands-on architecture role responsible for building production-grade AI infrastructure that supports large-scale ML training and inference workloads.
Key Responsibilities
Kubernetes & AI Platform Architecture
- Architect and manage Kubernetes-based AI/ML platforms running on NVIDIA DGX systems.
- Integrate NVIDIA Base Command Manager with Kubernetes for GPU workload scheduling and resource optimization.
- Design MIG-based GPU partitioning strategies for multi-tenant environments.
- Develop and manage Helm charts, custom controllers, and GPU operators.
DGX Infrastructure & Capacity Planning
- Administer and optimize NVIDIA DGX BasePOD and SuperPOD environments.
- Ensure optimal GPU, CPU, storage, and cluster performance.
- Manage DGX system lifecycle, updates, and infrastructure operations.
- Lead capacity planning for cluster expansion, including power, cooling, and storage requirements.
High-Performance Networking
- Deploy and manage InfiniBand fabrics using Unified Fabric Manager (UFM).
- Configure and operate NVIDIA BlueField DPUs for networking, security, and storage offload.
- Optimize data pipelines between storage and GPU infrastructure.
Security & Compliance
- Apply CKS-level security practices to Kubernetes clusters and AI workloads.
- Implement service mesh, microsegmentation, and secure workload architectures.
- Conduct vulnerability assessments, audits, and policy enforcement.
Automation, Observability & MLOps
- Automate infrastructure provisioning using Terraform and Ansible.
- Develop automation using Python, Bash, and YAML.
- Monitor AI infrastructure using NVIDIA DCGM, Prometheus, and Grafana.
- Build MLOps workflows using Kubeflow Pipelines and NVIDIA Triton Inference Server.
- Troubleshoot complex issues across hardware, networking, Kubernetes, and AI software layers.
Required Skills & Experience
- Hands-on experience running AI/ML workloads on NVIDIA DGX systems.
- Strong expertise in Kubernetes administration, architecture, and security.
- Deep experience with InfiniBand, UFM, and BlueField DPU administration.
- Strong scripting and automation skills with Python, Bash, and YAML.
- Experience designing scalable, secure, production-grade AI infrastructure.
- CKA, CKAD, and CKS certifications.
Preferred Qualifications
- Experience with NVIDIA Base Command Manager.
- Experience with NVIDIA GPU Operator.
- Experience with Kubeflow/Kubeflow Pipelines.
- Knowledge of MIG GPU partitioning.
- Experience with Terraform and Ansible.
- Experience with NVIDIA Triton Inference Server.
- Strong collaboration skills with ML researchers, DevOps engineers, and infrastructure teams.
Technical Environment
GPU Infrastructure: NVIDIA DGX, BasePOD, SuperPOD, NVIDIA AI Enterprise
Kubernetes: Kubernetes, GPU Operator, Helm, Custom Controllers, MIG
Networking: InfiniBand, UFM, BlueField DPU
MLOps: Kubeflow Pipelines, NVIDIA Triton Inference Server
Automation: Terraform, Ansible, Python, Bash, YAML
Monitoring: NVIDIA DCGM, Prometheus, Grafana
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