4 Layers of Agent Systems: Why Your AI Agent Says It's Done But Actually Failed

Your agent burned through tokens, declared success, and then failed in production. Is it a model problem? Is it a prompting problem? No. It's an architecture problem. The Real Issue When an LLM agent