Amazon Managed Workflows for Apache Airflow (MWAA) now integrates with the Agent Toolkit for AWS to provide built-in AI agent skills that let you author, debug, and test MWAA workflows and upgrade MWAA environments using any AI coding assistant that supports agent skills. The four skills are authoring-mwaa-workflow, debugging-mwaa-workflow, testing-mwaa-workflow, and upgrading-mwaa-environments. Together they let your AI assistant interact directly with MWAA using natural language, reducing the manual effort of building and maintaining data pipelines.