domingo, 29 de junio de 2025

Prompt engineering explained


馃煝 What is 

Prompt Engineering?



Prompt engineering is the practice of crafting effective instructions (prompts) to guide AI models (like me) to produce the desired output.


Think of it like asking a very smart but very literal assistant:


  • If you ask vaguely, you’ll get vague or random results.
  • If you ask precisely, you get exactly what you want.



Prompt engineering includes:

✅ Choosing the right words and structure in your question

✅ Giving context or examples

✅ Specifying format, style, and constraints





馃煝 Why Does Prompt Engineering Matter?



Because AI models don’t “understand” meaning the way humans do—they predict text based on patterns.

Your prompt is your blueprint.


Good prompts = clearer, more useful answers.

Bad prompts = confusion, irrelevant output.





馃煝 Examples of Prompt Engineering



Let’s look at some examples of basic and advanced prompting:





馃幆 Example 1: Summarizing Text



Weak prompt:


Summarize this.


✅ Better prompt:


Summarize this text in 3 bullet points, focusing only on the main events.


✅ Even better prompt:


Summarize this article in simple language (grade 6 level) using 3 bullet points highlighting the main arguments.





馃幆 Example 2: Generating Code



Weak prompt:


Write Python code.


✅ Better prompt:


Write Python code to read a CSV file called “data.csv” and print the first 5 rows.


✅ Even better prompt:


Write well-documented Python code that reads a CSV file called “data.csv”, filters rows where “age” > 30, and saves the result to “filtered.csv”.





馃幆 Example 3: Changing Tone or Style



Weak prompt:


Rewrite this paragraph.


✅ Better prompt:


Rewrite this paragraph in a friendly, conversational tone suitable for a blog post.


✅ Even better prompt:


Rewrite this paragraph in a professional, persuasive tone suitable for a LinkedIn article. Keep it under 150 words.





馃幆 Example 4: Creative Generation



Weak prompt:


Write a story.


✅ Better prompt:


Write a 200-word short story about a robot who learns to paint. Make it inspiring.


✅ Even better prompt:


Write a 200-word short story about a robot who learns to paint. Use descriptive language and end with a hopeful message about creativity.





馃幆 Example 5: Structured Output



Weak prompt:


Give me some ideas.


✅ Better prompt:


List 5 marketing ideas for promoting a new vegan cookbook. Format them as a numbered list.


✅ Even better prompt:


Provide 5 creative marketing ideas for a vegan cookbook launch. For each idea, include:



  • The concept (1 sentence)
  • The target audience
  • An estimated cost level (low, medium, high)






馃煝 Common Prompt Engineering Techniques



✅ Be specific — define exactly what you want

✅ Set constraints — word count, format, tone

✅ Provide examples — model learns by example

✅ Use role-playing — “Act as a professional chef…”

✅ Iterate — tweak prompts if results aren’t perfect





馃煝 In a Nutshell



Prompt engineering = crafting precise instructions for AI to get reliable, high-quality output.




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