NVIDIA-accelerated AI infrastructure for startup blueprint generation. Powered by NeMo, TensorRT, and Triton Inference Server on H100 clusters.
End-to-end GPU-accelerated workflow from data ingestion to blueprint synthesis
GPUDirect Storage for direct memory access at 80GB/s throughput. Multi-format data streams from APIs, IoT, and enterprise systems.
3D parallelism (Tensor, Pipeline, Data) for LLM training. Megatron-Core integration with distributed checkpointing across 8x H100 nodes.
PagedAttention, FlashAttention-2, INT4/FP8 quantization. 4.6x throughput improvement with kernel fusion and in-flight batching.
Multi-model deployment with ensemble pipelines, dynamic batching, and concurrent execution across H100 clusters.
Structured output via WebSocket, gRPC, and Kafka streams. Real-time idea generation and blueprint synthesis.
3D parallelism (Tensor, Pipeline, Data) for efficient LLM training. Megatron-Core integration with FP8 mixed precision.
In-flight batching, PagedAttention, and FlashAttention-2. INT4/FP8 quantization with 4.6x throughput improvement.
Ensemble pipelines with dynamic batching, concurrent model execution, and L0 streaming optimization.
Real-world performance data from production deployments across AWS P4 clusters.