Curated · Prompt Engineering
Top 25 Prompt Engineering Interview Questions
Here are the top 25 AI interview questions on Prompt Engineering, sorted by community quality. Each entry links to a detailed answer with explanations, hints, and source-grade follow-ups. See all in this topic →
Sorted by community quality · refreshed as new questions are published.
- 01Flashcard: what is a prompt template and how does it differ from a prompt?FlashcardEasy·Qual 4.0
- 02Which of the following content types belong in the SYSTEM message (not the user message) in a production chat-style prompt?Multi-selectEasy·Qual 4.0
- 03Flashcard: what is a stop sequence in an LLM API call and what is it used for?FlashcardEasy·Qual 4.0
- 04What does 'persona prompting' (or role-based prompting) actually do and where does it stop being useful?Multiple ChoiceEasy·Qual 4.0
- 05Flashcard: what is chain-of-thought (CoT) prompting, in one sentence?FlashcardEasy·Qual 4.0
- 06Flashcard: what is self-consistency prompting and what does it produce as a final answer?FlashcardEasy·Qual 4.0
- 07Spot what's wrong with this prompt: 'You are a helpful assistant. Please be thorough and accurate. Give a good answer.'Spot the ErrorEasy·Qual 4.0
- 08Flashcard: what is the self-refine prompting pattern and what loop does it set up?FlashcardEasy·Qual 4.0
- 09Flashcard: what does zero-shot prompting mean and what makes it work at all?FlashcardEasy·Qual 4.0
- 10Flashcard: what is JSON mode (response_format) in LLM APIs and what does it guarantee?FlashcardEasy·Qual 4.0
- 11What are the three message roles in a chat-style LLM prompt and what does each represent?FlashcardEasy·Qual 4.0
- 12Complete the definition: prompt engineering is the practice of designing the LLM's ___ to shape its output, without modifying model ___.Fill in BlankEasy·Qual 4.0
- 13What does the max_tokens parameter control in an LLM API call?Multiple ChoiceEasy·Qual 4.0
- 14Flashcard: what is the ReAct prompting pattern?FlashcardEasy·Qual 4.0
- 15Define prompt engineering and identify what it actually touches.FlashcardEasy·Qual 4.0
- 16Flashcard: what is a token in LLM prompting and why does it matter for cost and context?FlashcardEasy·Qual 4.0
- 17What does a model's 'context window' mean and what does it include?Multiple ChoiceEasy·Qual 4.0
- 18Flashcard: what is few shot prompting and what does the 'few' actually refer to?FlashcardEasy·Qual 4.0
- 19Flashcard: what does the temperature parameter do during LLM generation and how should you set it?FlashcardEasy·Qual 4.0
- 20Flashcard: what is Tree of Thoughts (ToT) prompting and what problem does it solve?FlashcardEasy·Qual 4.0
- 21When should you decompose a complex task into multiple LLM calls versus handling it in a single longer prompt?Multiple ChoiceMedium·Qual 4.0
- 22You're prompting GPT-5.5 for English-to-Spanish translation. The zero-shot version works fine. When would adding few-shot examples reliably outperform the zero-shot prompt?Multiple ChoiceMedium·Qual 4.0
- 23What's the practical distinction between 'the prompt' and 'the context' in an LLM API call?Multiple ChoiceMedium·Qual 4.0
- 24Where in a long prompt should you place the most critical context: at the start, the middle, or the end?Multiple ChoiceMedium·Qual 4.0
- 25Which of the following are components of a production-grade prompt beyond 'just instructions'?Multi-selectMedium·Qual 4.0
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