User / Application Layer
Web Apps, Mobile Apps, API Gateway
Web Apps, Mobile Apps, API Gateway
Model Deployment (LLM, Diffusion, RAG, Fine-Tuned Models), Inference Engine (TensorRT, ONNX Runtime, PyTorch, vLLM)
NVIDIA A100 / H100 / L40 GPU Clusters, Kubernetes for scaling pods Model Parallelism / Multi-GPU Training
IAM + API Security, Observability (Prometheus, Grafana), Cost optimization & autoscaling