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Prompting ยท Day 7 of 30 01 / 05
Learn by clicking ยท Day 7 of 30 ยท ~3 minutes

Prompting that actually works.

A prompt is just the instructions you give an AI, the message you type in. There's no trick to it. Good prompting is plain, clear delegation.

The whole idea in one analogy: talking to an AI is like handing a task to a brilliant new contractor on their first day. They're sharp, fast, and capable, but they can't read your mind, they've never seen your business, and they only know what you put in the message. Tell them exactly what you want and they nail it. Be vague and they guess.

๐Ÿง  Very capable, but extremely literal ๐Ÿ—’๏ธ No memory of your business unless you give it ๐ŸŽฏ Vague in โ†’ vague out โ™ป๏ธ The first answer is a draft, not the final

There's no secret incantation and no prize for length. Just a handful of moves that reliably turn a guessy answer into a good one. We'll walk through them, then you'll run a live upgrader on your own prompt.

02 / 05 ยท The myth

The myth: "there are secret magic words."

Two beliefs send people down the wrong path. Let's kill both, plainly.

โŒ The myth

What people think prompting is.

  • โ€“ "There are secret magic words that unlock the AI"
  • โ€“ "Longer prompts are better prompts"
  • โ€“ Pad it with "please", "you are the world's #1 expert", "this is very important"
  • โ€“ Copy a 600-word prompt off the internet and hope

โœ… The reality

What actually moves the needle.

  • โœ“ Clarity beats length: say the specific thing you want
  • โœ“ Give the context only you have
  • โœ“ Show one example of a good answer
  • โœ“ Then refine: treat round one as a draft
Bust it cleanly: there are no magic words, and longer is not better. A rambling prompt buries the one instruction that mattered and (because every word is processed) literally costs more to run. A short, specific prompt beats a long, vague one almost every time. Prompting isn't a spell. It's good delegation.

One quick distinction. A system prompt is the standing instructions that apply to every message: "You are our support agent. Always answer in Spanish. Never quote a price." Your message (the user prompt) is the specific ask of the moment: "Where's order #4182?" Set the role and rules once in the system prompt; make the request in the message.

03 / 05 ยท The moves

The six moves that do the work.

Not twenty tricks. Six. Reach for them like a checklist. You won't need all six every time; you'll feel which ones a prompt is missing.

1 Be specific & give context

Who's it for, what you're trying to do, any constraints. The model only knows what you tell it. Vague in, vague out.

2 Show an example

"Few-shot" just means giving one or two examples of the output you want. One good example beats a paragraph describing the output.

3 Assign a role

"You are a no-nonsense bookkeeper" sets the vocabulary, tone, and judgment it answers with. Cheap to add, surprisingly effective.

4 Ask for step-by-step

For reasoning or analysis, "think it through step by step" lets it work in stages, which measurably improves accuracy on those tasks.

5 Specify the output format

Bullets, a table, JSON, a max length, a tone. Tell it the shape you want instead of hoping it guesses right.

6 Iterate

Treat answer one as a draft. "More concise." "Less salesy." "Add the price column." Refining is the move pros use most.

The mental model: every move is just removing a guess. Each thing you leave out, the AI has to fill in, and it'll fill it in with the average of the internet, not with what you meant.
04 / 05 ยท Watch it work

Live: the prompt upgrader.

Type a rough prompt. A simple rule-based checker flags which of the six moves are missing, then scaffolds an upgraded version for you to copy and edit.

๐Ÿ”’ This runs entirely in your browser. It's a teaching linter built from plain rules and templates. Nothing is sent anywhere, no AI is called, no API, no key.

No internet required.
The payoff, side by side

๐Ÿซฅ Vague prompt

write a follow-up email

Subject: Following Up

Hi there,
I wanted to follow up and see if you had any questions. Let me know!

Best regards
Generic. Could be from anyone, to anyone, about anything.

๐ŸŽฏ Upgraded prompt

You're a friendly plumber. Write a 4-sentence follow-up to Dana, who got a quote Tuesday but hasn't booked. Warm, no pressure, one clear next step.

Hi Dana, just checking in on the quote I sent Tuesday for the water-heater swap. No rush at all; the price holds through next week. If it's easier, reply with a day that works and I'll lock in a slot. Happy to answer any questions in the meantime!
Role + context + length + tone + a next step. Usable as-is.

Sample answers are illustrative, written for this lesson, not generated live.

๐Ÿ’ก The same six moves are exactly how you brief an AI agent to run a real task. See them doing live work in What is an AI agent?

05 / 05 ยท Done

You now prompt better than most people who do it daily.

You can spot the myth, you've got the six moves, and you know the first answer is a draft. One honest caveat before you go.

  • Prompting helps, it doesn't fix everything. A great prompt won't give the AI facts it doesn't have. For that you feed it your own documents (that's RAG), which reduces made-up answers but doesn't eliminate them. Always sanity-check anything that matters.
  • Shorter and clearer wins. If you're padding a prompt to feel thorough, cut it. Every extra word is processed and costs money. Say the specific thing, stop.
  • Save the ones that work. When a prompt lands, keep it. Reusing a proven prompt is the whole game once you're doing something repeatedly.

Writing one good prompt is easy. The hard part is the system around it: the prompts, data, and guardrails that produce the right answer reliably, day after day, without you babysitting it. That's what we build.

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