Prompt Engineering vs Loop Engineering vs Graph Engineering: What Changes at Each Layer

Prompt engineering focuses on crafting single model responses, loop engineering manages an agent's behavior cycle automating repeated prompts, and graph engineering organizes multiple agents for complex workflows. These three layers build upon each other, representing escalating control units in AI system design rather than competing methods. The article clarifies their distinctions, design elements, and when higher layers justify their complexity.