Dify is an open-source AI application builder that enables rapid development and deployment of AI agents and applications without extensive coding, featuring visual workflow building.
After NVIDIA published the MCG toolkit on 2026-05-29, AI teams can use a model card checklist to cover purpose, data, licensing, evaluation, risk, and safety boundaries before release — even without running MCG itself.
Based on Amazon Bedrock AgentCore's 2026-05-28 dataset management update, a practical workflow for AI Agent teams: collect failures, write assertions, version datasets, and gate releases.