Software Engineer- GPU Fabric Observability
basetenUSAFull Time3w ago
KubernetesMachine LearningAIMLSparkOperationsWriterEngineeringInfrastructurePlatformremotecurated-jd
Job description
Software Engineer- GPU Fabric Observability at baseten.
About the role
Baseten is developing proprietary GPU infrastructure to support high-scale AI inference. We are seeking a lead engineer to architect a diagnostic system capable of identifying complex, intermittent failures within our GPU fabric, such as network congestion and hardware-level bottlenecks.
Key facts
What you'll do
- Architect and maintain the infrastructure for GPU fabric observability and root-cause analysis.
- Develop telemetry pipelines that aggregate data from switches, NICs, hosts, GPUs, Kubernetes, and inference services.
- Map network topology, service ownership, and failure domains to improve incident response.
- Distinguish between fabric-level faults and issues originating in the driver, kernel, scheduler, or serving layer.
- Design operator workflows that provide clear, actionable insights during active incidents.
- Build real-time systems to ingest and correlate high-cardinality telemetry data.
- Implement diagnostic probes to detect latency, packet drops, and congestion across the network.
- Link network performance metrics to specific RDMA operations, GPUDirect transfers, and KV cache movement.
Requirements
- Staff or Senior Staff level experience in production infrastructure software engineering.
- Background in distributed systems, specifically regarding control-plane software, streaming systems, or telemetry pipelines.
- Experience managing and processing high-volume, noisy operational data.
- Proficiency in networking fundamentals and high-performance network environments.
- Ability to translate low-level infrastructure signals into functional anomaly detection and root-cause analysis tools.
Skills & tools
- Distributed systems architecture
- Telemetry and observability pipelines
- Networking (InfiniBand, RoCE)
- RDMA and GPUDirect
- Kubernetes
- GPU and host-level diagnostics
Practical notes
- Benefits include 100% medical, dental, and vision coverage for employees and dependents.
- Includes a flexible PTO policy with a mandatory company-wide winter break.
- Offers paid parental leave and a fertility/family-building stipend via Carrot.
- Includes a company-facilitated 401(k) plan.
- Baseten is an equal opportunity employer and complies with the San Francisco Fair Chance Ordinance.