As large language models (LLMs) like GPT-4 become integral to applications ranging from customer support to examine and code generation, developers often face an important challenge: how to debug GPT-4 responses. Unlike traditional software, GPT-4 doesn’t throw runtime errors — instead it may well provide irrelevant output, hallucinated facts, or http://volleypedia.org/index.php?qa=user&qa_1=niecefly7