Breaking the Chain: Why DAGs Are the Right Model for Production LLM Pipelines

Production LLM systems demand more sophisticated abstractions than linear chains—real pipelines require branching, parallel execution, and explicit error handling. DAGs natively express these dependencies and enable automatic orchestration, turning architectural complexity into declarative code. This shift reflects a maturing ecosystem where framework design evolves to match production realities, not demo simplicity.