Built and operated large-scale distributed model inference infrastructure powering Anthropic and next-generation multimodal models on AWS Bedrock. Designed high-throughput, low-latency systems on Kubernetes, GPUs, and Inferentia/Trainium hardware to guarantee reliability, performance, and trust/safety compliance.