LLM Shibboleths: The Secret to Unlocking AI Coding Assistants
2025-05-28
The effectiveness of Large Language Model (LLM)-powered coding assistants hinges on how you ask questions. This essay argues that experienced engineers use specific "shibboleths"—technical jargon and phrasing—to guide the AI towards high-quality code, while novices, lacking this specialized vocabulary, often receive inefficient or incorrect results. The author uses personal anecdotes to illustrate how to adapt prompting strategies based on skill level, offering tips to improve AI coding assistant efficiency. The core message emphasizes the importance of discerning and guiding AI-generated code in the age of AI.
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