Few-Shot vs Zero-Shot vs System Prompts (SOLVED)
Foundational prompt engineering question on instruction placement, example selection, and when demonstrations beat bare instructions.
TL;DR — Quick Answer
Zero-shot relies on instructions alone; few-shot adds curated input-output examples; system prompts set persistent behavior, safety, and format rules at the conversation level. Use zero-shot for simple tasks, few-shot when format or edge cases need demonstration, and system prompts for global policy that must survive every turn.
The Interview Question
Compare few-shot, zero-shot, and system prompt techniques. When should you use each in production LLM applications?
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Few-ShotZero-ShotSystem PromptFundamentalsOpenAIAnthropic