As large language models (LLMs) like GPT-4 become integral to applications starting from customer support to analyze and code generation, developers often face a significant challenge: scaling GPT-4 for affiliates. Unlike traditional software, GPT-4 doesn’t throw runtime errors — instead it may well provide irrelevant output, hallucinated facts, or misunderstood https://wikimapia.org/external_link?url=https://chatgpt4.uk/debugging-gpt-4-outputs/