提示工程
What is prompt engineering, and why is it critical for AI applications?
原题Explain zero-shot, one-shot, and few-shot prompting with examples.
原题What is chain-of-thought (CoT) prompting, and when should you use it?
原题Explain self-consistency prompting and how it improves reasoning.
原题What is tree-of-thought prompting?
原题What is ReAct (Reasoning + Acting) prompting, and how does it work?
原题What is a system prompt, and how does it influence model behavior?
原题How do you structure prompts for consistent structured output (JSON, XML)?
原题What is prompt injection, and how do you defend against it?
原题What is jailbreaking in LLMs, and what are common jailbreak techniques?
原题How do you optimize prompts for cost and latency?
原题What is the difference between prompt engineering and prompt tuning?
原题What is a prompt template, and how do you design one for production use?
原题How do you handle multi-turn conversations with LLMs?
原题What is role prompting, and when is it effective?
原题What is prompt chaining, and how do you design a chain of prompts for complex tasks?
原题How do you evaluate and iterate on prompt quality?
原题What are meta-prompts, and how can they be used to generate prompts?
原题What are the common failure modes in prompting, and how do you debug them?
原题How do you handle edge cases and adversarial inputs in prompt design?
原题What is the "lost in the middle" problem in long-context prompting?
原题What are output parsers, and why are they needed for production applications?
原题How do you handle multi-language prompting effectively?
原题Your few-shot prompting gives inconsistent results across similar inputs. How do you stabilize it?
原题Your LLM classification system is too sensitive to prompt wording changes. How do you reduce prompt sensitivity?
原题Your chatbot's system prompt containing proprietary business logic is being leaked by users. How do you prevent it?
原题Your LLM agent is vulnerable to prompt injection that reveals the system prompt. How do you defend it?
原题Your chain-of-thought prompting is not improving LLM accuracy on reasoning tasks. What do you fix?
原题Your AI system works in English but fails for other languages. How do you add multilingual support?
原题Your zero-shot cross-lingual transfer from English fails on other languages. How do you fix it?
原题
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