21+ providers, real-time spot pricing, up to 90% savings vs on-demand
Auto-aligned GPU/NIC, GPUDirect RDMA, SR-IOV — eliminates 30-50% BW penalty
torchrun · DeepSpeed · Accelerate · Megatron + FlashOptim auto-injection
KV cache offloading, speculative decoding, sleep mode — all auto-applied
Prefill/decode separation via NIXL + sticky routing for MoE at scale
218 tools, Claude Code native, order-of-magnitude faster than Python MCP
Qdrant vector DB, NeMo Guardrails, Arize Phoenix tracing — deploy in one command
Karpenter NodePools, GPU operator, MIG, time-slicing, Prometheus/Grafana