Programming with LLMs for programmers - Beyond the Hype
Introduction
The field of software development is currently abuzz with discussions about Large Language Models (LLMs), AI agents, and autonomous systems. New libraries and frameworks emerge daily, each promising to revolutionize our coding practices. However, amidst this flurry of buzzwords and complex tools, it’s easy to overlook that many programming tasks involving LLMs can be accomplished with a straightforward approach; it’s not rocket science. While crafting production-ready LLM-based systems is not trivial, using LLMs as part of a system is quite manageable, especially if you avoid over-reliance on the abundance of dedicated frameworks.
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Architectural Evolution
An essential next step, at a much higher level of abstraction, requires a deep understanding of the system. Based on emerging patterns and developing domain objects, over time we realize the need to modify the architecture. Architectural patterns or the introduction of other architectural mechanisms can assist us. Such transformations may include:
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