βοΈ The anatomy of a prompt
The biggest gap between bad AI results and great AI results isn't the model you use β it's how you ask. Most people write one vague sentence. To an AI, vague means "guess what I want based on statistical internet averages." You don't want statistical average.
Pick a real task from your job (an email, report, or social post). Write the prompt below. Try to hit all four markers to unlock the 'Prompt Engineer' achievement.
π§ The "Messy Brain Dump"
A huge psychological block for beginners is assuming they have to write polite, perfectly formatted instructions for the AI. You don't.
AI is brilliant at synthesis. You can paste a chaotic, stream-of-consciousness wall of text, broken meeting notes, and half-formed thoughts, and simply say: "Synthesize this mess into a structured 3-point email."
Show, Don't Tell (Few-Shot Prompting): Instead of giving the AI 10 paragraphs of rules about how you write, just paste one of your previous emails and say, "Mirror this tone exactly." It's infinitely faster and produces far better results.
π₯ Humanising & Localising
If you don't constrain the AI, it defaults to what we call "American Corporate Robot." It uses words like "Delve", "Leverage", and "Transformative." It spells 'colour' wrong. It sounds intensely un-Kiwi.
Keep that snippet on your desktop. Paste it at the bottom of any prompt when you need something to sound like it was actually written in Aotearoa.
π Secret Codewords & Tags
The smartest models (like Claude 3.7 or DeepSeek) deeply respect "XML tagging" to break down complex instructions, and explicit commands to slow them down.
- <context>...</context> β Wrap your messy pasted notes in these brackets. It tells the AI exactly what is data vs what is instruction.
- <instructions>...</instructions> β A bulleted list of your specific demands. Keeps the AI from ignoring them.
- <example>...</example> β Paste one good previous example of your writing here so the AI knows what 'good' looks like.
- PLAN: and EXECUTE: β Ask the AI to write out its strategy under PLAN: before generating the final text under EXECUTE:. It literally makes the AI smarter by forcing it to logic out the steps first.
- "Wait, think step-by-step." β The magic phrase that stops the AI from rushing to the most statistically obvious conclusion.
The ultimate power move is realising you aren't talking to a search engine. You can command it to think, critique, and interrogate you.
Open your AI of choice right now. Copy one of these three structural prompts and test it:
<thinking>
First, outline your goal and the tone you want to strike.
</thinking>
Now, write the final email below.
Notice the shift: You are no longer commanding a typist. You have hired a consultant.
Module 2 done π
You now know how to prompt like an engineer. In Module 3, we explore what AI can do for creative work β images, music, writing, video β before we touch the terminal in Module 4.
Want to go further on prompting? This branch goes deep: