Senior Software Engineer, GPU Cluster Infrastructure

Posted Sep 12

This is a fully remote position, open to applicants in United States, +2 more locations.

📋 Description

• Manage the day-to-day operations of the Kubernetes GPU fleet, which includes overseeing node lifecycle, upgrades, driver and image rollouts, staged changes with safe rollback, and capacity planning.

• Take ownership of batch scheduling and multi-tenancy, including handling queues, quotas, priorities, preemption, gang scheduling, and ensuring fair sharing across research teams.

• Design and manage storage solutions under the fleet, incorporating high-performance shared filesystems, object storage tiers, quotas, and backup systems.

• Ensure fault tolerance in multi-node training runs by managing node health, automating draining, troubleshooting NCCL and fabric issues, monitoring stragglers and flaky GPUs, and implementing checkpoint and restart strategies.

• Strengthen the platform's security through identity and access management, network policies, secret handling, workload isolation, and sandboxing for AI agents.

• Facilitate the integration of new capacity by testing providers on fabric, NCCL, and storage throughput, ensuring compliance with SLAs, and incorporating new clusters using infrastructure as code.

• Collaborate closely with research teams to address infrastructure challenges and convert recurring issues into long-term platform solutions.

• Participate in the on-call rotation, maintain runbooks, and conduct postmortems.

• Work alongside researchers and engineers to ensure large-scale experiments are both efficient and resilient.


⛳️ Requirements

• A minimum of 3 years of experience in systems or infrastructure engineering focused on production Linux environments, particularly with GPU, HPC, or large-scale batch platforms.

• Proven experience in owning at least one system from its design phase through to operational deployment.

• Hands-on experience with production Kubernetes for GPU workloads, utilizing a batch layer such as Slurm, Kueue, Volcano, or a comparable system.

• Familiarity with managing quotas, priorities, preemption, and node health monitoring.

• Experience in infrastructure as code practices and observability metrics for a production fleet.

• Proficiency in Terraform or Ansible.

• Experience with deployment tools such as Helm and ArgoCD.

• Knowledge of monitoring solutions like Prometheus or equivalent technologies.

• Strong programming capabilities in at least one infrastructure language, such as Python, Go, Rust, or C++.

• Ability to communicate clearly with engineers, researchers, and service providers.

• Additional relevant expertise in distributed training infrastructure, distributed storage, cluster security, scheduler internals, or multi-provider platforms is a plus.


🏝️ Benefits

• Health Insurance - 94% of the insurance premium covered by the organization, effective within one month of your start date.

• Retirement - 401(k) plan with a matching contribution of up to 2%.

• 25 days of Paid Time Off per year, accrued on a weekly basis.

• Up to 10 days of paid sick leave annually.

• Paid leave for bereavement, family, medical, and pregnancy disability purposes.

• Work-from-home stipend and a work computer provided for eligible employees.

• Catered lunches and dinners on workdays at the Berkeley office.

• Reimbursement for work-related travel and equipment expenses.

• Visa sponsorship available for in-person employees.

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