This post demonstrates a comprehensive observability solution using Amazon Managed Grafana dashboards that provides a holistic view of both quality and quantity for LLMs served on Amazon SageMaker AI endpoints with inference components.

Databricks Lakebase's copy-on-write database branching allows every developer to have their own database instance, solving the collaboration bottleneck of shared databases. Through the story of developer Jen, the article illustrates a new workflow from migration scripting to testing, enabling faster and safer database changes.

Schneider Electric's Chief AI Officer Philippe Rambach shares key insights on scaling AI: treat it as product development, not innovation; use hub-and-spoke teams with end-to-end ownership; align around business value; and leverage platforms like Databricks for unified data and AI.