Large language models (LLMs) can produce impressive results from a single prompt. However, building a reliable AI application usually requires much more than writing a good instruction. A production application may need to retrieve information from documents, remember relevant details from earlier interactions, choose tools, preserve conversation history, and decide which information should be included…