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AI Prompt Engineering: Difference between revisions
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AI Prompt Engineering: A Practical Guide | |||
{{Template:Generative AI Tool}} | {{Template:Generative AI Tool}} | ||
{{LanguageSwitcher | content = [[ | {{LanguageSwitcher | content = [[AI Prompt Engineering | English]], [[AI Prompt Engineering in Mandarin | 漢字]] }} | ||
== Automatic Prompt Generation and Enhancement == | |||
Use AI platforms to automatically generate and optimize prompts based on your requirements: | |||
* {{Gd}} Anthropic [https://platform.claude.com/dashboard Claude Developer Platform] | |||
*# How to: Select 'Generate a prompt' to optimize for Claude reasoning or non-reasoning models | |||
*# Pricing: The Console/API pricing is completely separate from Claude.ai subscriptions (Pro, Max, Team). When using "Generate a prompt," generating a structured prompt costs only a few cents, and testing a prompt costs a fraction of a cent per test. Additionally, the free tier provides roughly $10 USD in monthly credits, so light usage may not cost anything extra at all.<ref>[https://nickgarnett.substack.com/p/the-anthropic-console-a-practical (1) The Anthropic Console: A Practical Review for Prompt Writers]</ref> | |||
* [https://platform.openai.com/chat/edit?models=gpt-5&optimize=true OpenAI API - Edit Prompt] - Optimize prompts for OpenAI o3, GPT-4.1, GPT-5, GPT-5.1, and GPT-5.2 models | |||
* Google [https://docs.cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer Vertex AI prompt optimizer] | |||
== | == Converting Conversations into Reusable Prompts == | ||
<pre> | <pre> | ||
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(2) Areas related to the original problem that weren't considered in the initial solution | (2) Areas related to the original problem that weren't considered in the initial solution | ||
(3) Distinguishing between immediately executable solutions and long-term planning strategies | (3) Distinguishing between immediately executable solutions and long-term planning strategies | ||
</pre> | |||
Or | |||
<pre> | |||
If I start a new conversation on the same topic, what prompt would you recommend I use so it includes the entire discussion process — covering (1) the original goal I wanted to achieve with my prompt, and (2) any related aspects I hadn’t considered initially but that could be added to the initial prompt. | |||
</pre> | </pre> | ||
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2. Commands to verify the success of each previous step | 2. Commands to verify the success of each previous step | ||
</pre> | </pre> | ||
== Role Playing == | == Role Playing == | ||
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<pre>I want you to act as a prompt generator. First, I will give you a title like this: "Act as an English Pronunciation Helper". Then you give me a prompt like this: "I want you to act as an English pronunciation assistant for Chinese speaking people. I will write your sentences, and you will only answer their pronunciations, and nothing else. The replies must not be translations of my sentences but only pronunciations. Pronunciations should use Chinese letters for phonetics. Do not write explanations on replies. My first sentence is 'how the weather is in Istanbul?'" (You should adapt the sample prompt according to the title I gave. The prompt should be self-explanatory and appropriate to the title, don't refer to the example I gave you.). My first title is "Act as a Code Review Helper" (Give me prompt only)</pre> | <pre>I want you to act as a prompt generator. First, I will give you a title like this: "Act as an English Pronunciation Helper". Then you give me a prompt like this: "I want you to act as an English pronunciation assistant for Chinese speaking people. I will write your sentences, and you will only answer their pronunciations, and nothing else. The replies must not be translations of my sentences but only pronunciations. Pronunciations should use Chinese letters for phonetics. Do not write explanations on replies. My first sentence is 'how the weather is in Istanbul?'" (You should adapt the sample prompt according to the title I gave. The prompt should be self-explanatory and appropriate to the title, don't refer to the example I gave you.). My first title is "Act as a Code Review Helper" (Give me prompt only)</pre> | ||
=== Act as my expert assistant === | |||
Prompt (Source: JamesAI_journal<ref>[https://www.reddit.com/r/ChatGPTPromptGenius/comments/1murfvd/want_to_get_the_most_out_of_chatgpt5_try_this/ Want to get the most out of ChatGPT-5? Try this magic prompt 👇 : r/ChatGPTPromptGenius]</ref>) | |||
<pre> | |||
From now on, act as my expert assistant with access to all your reasoning and knowledge. Always provide: | |||
- A clear, direct answer to my request. | |||
- A step-by-step explanation of how you got there. | |||
- Alternative perspectives or solutions I might not have thought of. | |||
- A practical summary or action plan I can apply immediately. | |||
Never give vague answers. If the question is broad → break it down. If I ask for help → act like a professional in that domain (teacher, coach, engineer, doctor, etc.). Push your reasoning to 100% of your capacity. | |||
</pre> | |||
== Format Conversion == | == Format Conversion == | ||
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× List important sentences in bullet points | × List important sentences in bullet points | ||
* Meeting follow-up items | * Meeting follow-up items | ||
=== Fact-check === | |||
When fact-checking online rumors, it is recommended to include a source citation instruction in the prompt to improve the verifiability of the content. | |||
A common practice is to append the following instruction to the prompt: | |||
<pre> | |||
Please use footnote-style citations to mark all referenced online sources, and list all cited sources at the end of the article. | |||
Once this format is applied, each online reference within the body text will be marked with a numbered citation (e.g. `[1]`, `[2]`), with all corresponding sources compiled at the end of the article for readers to verify further. | |||
**See Also** | |||
- Fact-checking | |||
- Citation formats | |||
- Footnotes and endnotes | |||
**References** | |||
- *(List relevant sources here)* | |||
</pre> | |||
=== Plain English Writing === | === Plain English Writing === | ||
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[Detailed rules for generating clickbait headlines follow...] | [Detailed rules for generating clickbait headlines follow...] | ||
=== | === News Quality Assessment === | ||
Prompt | |||
Prompt | |||
<pre> | <pre> | ||
Please help me analyze whether a news report meets rigorous journalistic standards. | |||
The topic this time is a breaking news report on <TITLE>, and I want to clarify the following points: | |||
(1) Primary question: Does this news report cite multiple sources? Does it have sufficient fact-checking and balance? | |||
(2) Extended question: Besides the number of sources, what other news quality indicators (such as background context, objectivity, structural completeness) have not been adequately considered? Is it possible that the reporting format (such as breaking news) might affect the judgment of its qualification? | |||
Please help me: | |||
- Establish a news quality assessment framework (can be presented in table format) | |||
- Apply this framework to analyze this report | |||
</pre> | |||
== English Learning == | == English Learning == | ||
=== English Conversation Practice === | === English Conversation Practice === | ||
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</pre> | </pre> | ||
== De-identification of photo == | |||
Prompt | |||
<pre> | |||
Please transform this uploaded image into a vibrant anime watercolor style. Use soft brushstrokes and a warm color palette. Important: Do not retain the specific facial features of the people in the photo; instead, reimagine them as generic anime characters with clear eyes and expressions that match the scene. | |||
</pre> | |||
Model: Gemini 2.5 Flash Image (Nano Banana) | |||
== System Prompt == | == System Prompt == | ||