AI Platform Engineering & LLMOps
Build and automate Kubernetes-native infrastructure for LLMs at scale with multi-node Super Pod orchestration.
- LeaderWorkerSet (LWS) API: Multi-node inference Super Pod orchestration with tensor and pipeline parallelism across GPU clusters.
- LLM Routers (llm-d): Traffic optimization with prefix-cache aware routing, request prioritization, and dynamic load balancing across InferencePools.
- KubeRay & Kueue: Distributed compute clusters and multi-tenant GPU quota governance preventing resource exhaustion.
- vLLM & OTel GenAI: High-throughput model serving with OpenTelemetry distributed tracing tracking TTFT and cache hit rates.