AI Prompt Engineering: Difference between revisions

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Tips of ChatGPT prompts
AI Prompt Engineering: A Practical Guide


{{Template:Generative AI Tool}}
{{Template:Generative AI Tool}}


{{LanguageSwitcher | content = [[ChatGPT prompts | English]], [[ChatGPT prompts in Mandarin | 漢字]] }}
{{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:


== Prompt Generation ==
* {{Gd}} Anthropic [https://platform.claude.com/dashboard Claude Developer Platform]
# [https://platform.openai.com/docs/guides/prompt-generation?context=text-out Prompt generation - OpenAI API]: A tool on the OpenAI platform that allows users to test and generate prompts using the GPT-4o model
*# How to: Select 'Generate a prompt' to optimize for Claude reasoning or non-reasoning models
# [https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/prompt-generator Automatically generate first draft prompt templates - Anthropic]: Providing an automatic prompt generation based on user requirements. Login to [https://console.anthropic.com/dashboard Anthropic Console] --> Click on "Generate a prompt"
*# 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]


== How to improve the prompt design ==
== Converting Conversations into Reusable Prompts ==


<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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× 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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</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 ==

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