Prompt, Context, Loop: The Three Engineering Layers Every RAG System Is Built On

RAG systems rest on three engineering layers: prompt engineering shapes what the model reads, context engineering controls what fills its window, and loop engineering manages what happens across multiple calls. These layers did not replace each other sequentially; they always coexisted, but each became the dominant bottleneck as models improved, context windows grew, and production use cases grew more complex.