Three-Layer Testing Framework for LLM Workflows

A new evaluation framework decomposes LLM workflow testing into three layers: unit tests for step-level output contracts, integration tests for cross-phase data flow, and end-to-end tests for full pipeline validation. The approach prioritizes fast, schema-only unit tests over costly full runs. This reduces debugging time when non-deterministic LLM outputs cause cross-step dependencies.