SCIPE is a new tool from LangChain that helps developers analyze and improve performance in large language model (LLM) chains. It identifies problematic nodes and enhances decision-making accuracy without needing labeled
data or ground truth examples. SCIPE detects independent and dependent failures, then analyzes failure rates to pinpoint problematic nodes, making it easier for developers to improve the reliability of AI applications.