An imperative command-line-interface for AI workload orchestration

Performance

2-8x throughput improvements with vLLM optimization

30-50% bandwidth penalty eliminated with NUMA topology

2-5x CUDA Graph speedup with optimal topology

Up to 90% cost savings with automatic provider switching

<2 minute spot recovery with KV cache checkpointing

Up to 3x faster cold starts with weight streaming

Up to 50% cost savings with MLA-aware VRAM estimation