Deployment Automation Patterns

Production-grade patterns for automating GenAI agent deployment with MLflow job triggers, dataset lineage, evaluation-then-promote workflows, and proper experiment organization.

When to Use

• Setting up CI/CD pipelines for GenAI agents
• Automating model deployment with evaluation gates
• Linking evaluation datasets for traceability
• Implementing evaluation-then-promote workflows
• Organizing MLflow experiments for agent development
• Troubleshooting deployment job failures

Deployment Job Trigger (MODEL_VERSION_CREATED)

Deployment jobs automatically trigger when a new model version is created, enabling CI/CD workflows.