As the complexity of LLM-powered applications increases, understanding what’s happening under the hood becomes crucial—not just for debugging but for continuous optimization and ensuring system reliability. This is where LangSmith shines, providing developers with powerful tools to trace, visualize, and debug their AI workflows.