kapynDev Tools

Comprehensive observability for Amazon SageMaker AI LLM inference: From GPU utilization to LLM quality

SageMaker observability solution offers a unified view of LLM performance. It combines GPU utilization metrics with LLM quality indicators within Amazon Managed Grafana dashboards, crucial for optimizing inference at scale. Developers gain insight into both operational efficiency and model output quality for SageMaker endpoints.

AWS ML Blog·May 29, 2026

Opening Kapyn…