MLflow GenAI Foundation Patterns

When to Use

Use this skill when:

• Creating new Databricks GenAI agents
• Implementing MLflow tracing for agents
• Setting up agent evaluation pipelines
• Managing prompts with MLflow Prompt Registry
• Troubleshooting AI Playground compatibility issues
• Understanding foundational MLflow GenAI concepts

⚠️ CRITICAL: ResponsesAgent is MANDATORY for AI Playground

Databricks recommends ResponsesAgent over ChatAgent for all new agents.

Without proper model signatures, your agent will NOT work in AI Playground, Agent Evaluation, or Mosaic AI features.