Senior Member of Technical Staff: ML Systems and Infrastructure
DevRev · Bangalore
Job description
About the role
DevRev is building the future of work with Computer – an AI teammate that unifies data, tools, and workflows into an AI‑ready platform. As a Senior Member of Technical Staff you will design, build, and own the end‑to‑end platform that supports the full lifecycle of machine‑learning models, from massive‑scale distributed training to ultra‑low‑latency, highly‑available inference.
Key responsibilities
- Architect the AI infrastructure platform, covering everything from large‑scale training pipelines to production inference services.
- Implement and scale inference stacks for large language models using frameworks such as vLLM, TensorRT‑LLM, or SGLang, addressing throughput, latency, token streaming and automated scaling.
- Partner with AI Research and Data Science teams to create a seamless developer experience for experiment, fine‑tuning and rapid deployment of new models.
- Build robust CI/CD/CT pipelines with Argo Workflows, ArgoCD and GitHub Actions to automate model validation, deployment and lifecycle management.
Required profile
- 5+ years of infrastructure or software engineering experience, with at least 2 years focused on MLOps or large‑scale ML infrastructure.
- Bachelor’s or Master’s degree in Computer Science, Engineering or a related field.
- Deep hands‑on expertise with Kubernetes in production and fluency with Helm, ArgoCD and Argo Workflows.
- Strong knowledge of GPU resource management, performance optimisation and cloud‑native scaling.
- Experience with modern LLM serving frameworks (vLLM, SGLang, Triton Inference Server, Ray Serve).
- Proficiency in Python or Go and familiarity with PyTorch, Jax or TensorFlow.
- Observability mindset using tools such as Prometheus, Grafana and OpenTelemetry.
Required skills
- Kubernetes
- Helm
- ArgoCD
- Argo Workflows
- GPU programming
- vLLM
- SGLang
- Triton Inference Server
- Ray Serve
- Python
- Go
- PyTorch
- Jax
- TensorFlow
- Prometheus
- Grafana
- OpenTelemetry
- CUDA
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Published 1 week ago
Expires 1 month from now
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DevRev
Bangalore
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