How to Name Things (kolemannix.com)

The article emphasizes the critical role of naming in software engineering, defining it as a fundamental communication tool that reflects our understanding of concepts. Clear naming not only aids collaboration among developers but also influences how algorithms, including large language models (LLMs), interpret and manipulate code. The author argues that as the naming quality deteriorates—through vague or inconsistent terms—LLMs struggle to maintain clarity in their outputs, leading to a decline in performance. This highlights the importance of precise terminology and clarity in codifying ideas, which ultimately affects both the human and machine understanding of the code. Moreover, the author critiques the tendency to seek consistency and follow rigid naming conventions instead of engaging deeply with the material. By understanding the essence of what is being named, developers can create terms that accurately reflect their intent and the functionality of the code. The article provides practical examples illustrating how poor naming can lead to misunderstandings and bugs, thereby stressing the need for a thoughtful approach to naming that fosters both clarity and effective system design. Overall, this discourse on naming practices presents significant implications for enhancing communication and efficiency within the AI/ML development community.