How to Seamlessly Integrate LLMs into Your Systems

The article focuses on the rapid advancements in Large Language Models (LLMs) and their integration into traditional system architectures. It explains how LLMs can enhance functionality by offloading real-time tasks and providing adaptive solutions. The author shares personal experiences of using LLMs for data cleanup, enrichment, and prompt templating in Elixir-based systems. The post also covers how LLMs can be used to generate code dynamically from given schemas, manage non-determinism through strategies like output validation, and create adaptive systems inspired by the natural principle of stigmergy. With practical examples and insights, the article emphasizes the potential of LLMs to revolutionize system development and operation.