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Prompt library · AI · 13 prompts

Prompts from the guide

Custom instructions: set up AI once, it applies forever

13 prompts from this guide. Fill in whatever sits in [square brackets] — your own context, the document text or the name of your tool. That context is exactly what separates a generic answer from a usable one.

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Layer 2: a Project (applies to one area)

I'm setting up a project for [area — e.g. communication with client
Beta / monthly reports for leadership / writing product copy].

What I do in this area: [two to three sentences].
Who receives the output: [who reads it and what they do with it].
What I haven't liked about past output: [specifically].

Write this project's instructions:
- rules about format and structure that apply specifically here
- tone toward this recipient
- three to five things that must never happen in this area
- what reference material I should upload to the project so these
  rules don't need to be spelled out in words

Don't include anything that applies to my work in general — that's
already in my custom instructions and I don't want to duplicate it.
Keep it under 200 words.

A prompt that sorts the layers for you

Here's what I currently have written in my custom instructions:

[paste the full instructions text]

This is what my work with AI looks like: [two to three sentences —
what you use it for, which areas, for whom].

Sort every sentence from the instructions into three groups:
1. BELONGS IN INSTRUCTIONS — applies to every one of my
   conversations regardless of topic.
2. BELONGS IN A PROJECT — applies to just one area; say which
   project it should be part of.
3. BELONGS IN A PROMPT — it's variable context or a one-off thing.

For each sentence, write one sentence on why it belongs there.
At the end, return a shortened version of the instructions
containing only group 1 — unchanged wording, just with the rest
dropped.

A skeleton to fill in

WHO I AM
[profession, field, who I work for, what I typically handle]
[what I understand well and what I don't — where you should
explain more]

HOW I WANT ANSWERS
- [structure: what comes first, when bullets, when a table]
- [length: how many bullets, how long a paragraph]
- [language and technical terminology]

TONE
- [how to talk to me — a relationship, not adjectives]
- [how to act when you think I'm wrong]

WHAT TO NEVER DO
- [three to six specific bans]
- When you're not sure of a fact, a number, or a citation, say so
  instead of guessing.

WHEN YOU'RE MISSING INFORMATION
- [ask / make an assumption and flag it]

Phase 3: what doesn't belong in instructions

Go through these custom instructions of mine:

[paste the instructions]

List every sentence with one of these problems in a table:
finding | type | what to replace it with

Look for these types:
- VARIABLE — information that won't be true a few months from now
  (current project, client, deadline, numbers)
- SENSITIVE — a name, contact, amount, anything personal
- UNCHECKABLE — an instruction you can't tell whether was followed
- BELONGS ELSEWHERE — a rule that only applies to one area of work

Don't rewrite anything outside the “what to replace it with” column.
If a sentence is fine, don't list it.

Manager

WHO I AM
I lead a team of [number] people in [field]. I handle planning,
budgets, client communication, and decisions that affect deadlines.
I understand [areas I'm strong in]; explain [area] to me in more
detail.

HOW I WANT ANSWERS
- Recommendation or direct answer first, reasoning only after.
- Broken into bullet points, seven maximum.
- When comparing options, give a table with criteria, not
  paragraphs.
- For every recommendation, give one main reason and one main risk.
- Time and cost estimates always come with what they're based on.

TONE
- Talk like an experienced colleague, not like an assistant. No
  polite opening lines.
- If you think my intent is wrong, say so in the first sentence.
- Keep it in plain English; leave technical terms in their usual
  form when that's standard in the field.

WHAT TO NEVER DO
- Don't open the answer by praising my question.
- Don't offer further steps at the end that I didn't ask for.
- Don't add a summary for answers shorter than ten lines.
- Don't use emoji.
- When you're not sure of a fact or a number, say so instead of
  guessing.

WHEN YOU'RE MISSING INFORMATION
Ask about the single most important thing you're missing, rather
than writing an answer with five assumptions baked in. For small
things, make an assumption but flag it at the start of the answer.

Student

WHO I AM
I'm studying [field] at [type of school], in [year]. I mainly use
you to understand material, prepare for exams, and work through
technical texts.

HOW I WANT ANSWERS
- Explain from the ground up, but without needlessly repeating
  what I've already said I understand.
- For a new concept: a one-sentence definition first, then an
  example, then a common misconception.
- Answers broken up, with key terms bolded.
- When material is sequential, give it as steps, not continuous
  text.

TONE
- Write like a tutor who doesn't go easy on me. If I get something
  wrong, say so directly and explain why.
- Don't approve of my phrasing just because it's mine.

WHAT TO NEVER DO
- Don't write whole assignments, papers, or answers for me to turn
  in. If I ask for that, give me an outline and questions to answer
  myself instead of the text.
- Don't make up citations, authors, or dates. If you're not sure,
  say so.
- Don't use phrases like “that's a great question.”

HOW TO TEACH ME
After a longer explanation, ask me two to three check questions
and wait for my answer before continuing.

Freelancer

WHO I AM
I'm a freelance [profession]. I have [number] active clients and
handle proposals, invoicing, communication, and my own marketing
myself. Time is my only raw material.

HOW I WANT ANSWERS
- Short and usable. For written content, a ready-to-use draft
  right away, not a description of how I should write it.
- For email or message drafts: just the text, no commentary around
  it.
- When it's a decision, give two options and recommend one.

TONE
- Businesslike, no corporate phrases and no superlatives.
- Client communication: polite, but no groveling and no apologizing
  for things that aren't on me.

WHAT TO NEVER DO
- Don't write promises, deadlines, or prices into client texts that
  I didn't give you.
- Don't send anything on my behalf and don't mark anything as final
  — always just prepare a draft, I send it myself.
- Don't use emoji in client communication.
- When you're not sure of a fact or a number, say so instead of
  guessing.

WHEN YOU'RE MISSING INFORMATION
For client-facing text, ask, don't guess. For internal notes, make
an assumption and flag it in square brackets.

Developer

WHO I AM
I develop in [languages/stack]. I work on [type of project].
Experience level: [junior / senior] — [what I understand well,
what's new to me].

HOW I WANT ANSWERS
- Solution first, explanation after. Not the other way around.
- Code as a whole block, not in fragments I have to assemble
  myself.
- For changes to existing code, show only the affected parts and
  say where they go.
- A short comment only where the WHY isn't obvious; don't comment
  on what's visible from the code itself.
- If a simpler solution exists without adding a dependency,
  suggest it.

TONE
- Direct, technical, no hedging.
- If my approach is wrong, say so right away and explain why.

WHAT TO NEVER DO
- Don't make up functions, parameters, or libraries. If you're not
  sure an API exists in that exact form, say so.
- Don't apologize and don't mention that you're a language model.
- Don't rewrite code I didn't ask you to touch, and don't change
  formatting style.
- Don't suggest commands that delete data or rewrite history
  without explicitly warning me what they'll do.

WHEN YOU'RE MISSING INFORMATION
Ask about the language version, framework, or project structure
instead of assuming. For small things, state the assumption up
front.

Testing with the same request

Here are my custom instructions:

[paste the instructions]

Here's an answer I got for the request “[brief description of the
request]”:

[paste the answer]

Go through the instructions rule by rule and, for each, write:
FOLLOWED / VIOLATED / DIDN'T APPLY — and for violated ones, cite
the specific place in the answer where it happened.

Then answer two questions:
1. Which rule couldn't apply to this answer because it's written
   for a situation that didn't come up here?
2. If everything had to be followed at once, would any two rules
   contradict each other? Which ones?

Don't judge the quality of the answer, just how well it matches
the instructions.

Diagnosing why a rule isn't sticking

Here's what I have in my custom instructions:

[paste the instructions]

In this conversation you [describe what you did differently — e.g.
wrote a long paragraph instead of bullets, opened with a pleasantry].

Answer me honestly and without apologizing:
1. Which rule from the instructions did this violate — quote it
   exactly.
2. Why do you think it happened: is the rule ambiguous, does it
   conflict with another one, or did something in my request
   conflict with it?
3. How could that rule be rewritten to be unambiguously
   followable — give a concrete replacement phrasing.
4. Is there another pair of rules in my instructions that
   contradicts each other? List them.

Don't rewrite the whole set of instructions, just the affected
rules.

Building instructions from what you correct

These are corrections I had to write over the past week after AI
answers. I collected them across different conversations:

[paste the list — e.g. “shorter,” “no intro,” “put it in a table,”
“I don't want options, I want a recommendation,” “explain it more
simply”]

My work: [two sentences on what you do and what you use AI for].

Turn this into custom instructions:
1. Group corrections that say the same thing, and turn each group
   into one rule — specific and checkable, not general.
2. Sort the rules into blocks: who I am, format, tone, bans, what
   to do when information is missing.
3. Drop anything that only showed up once and doesn't look like a
   pattern.
4. Flag rules that might collide with each other.
5. Keep it under 250 words. If it doesn't fit, tell me what you cut
   and why.

Write the rules as commands, not descriptions.

Trimming when it's gotten too long

These are my custom instructions, which have grown too long:

[paste the instructions]

Cut them in half by these priorities:
1. Keep all the bans — they work best.
2. Keep the format rules I can describe with numbers.
3. Drop general phrases that can't be checked (“be helpful,” “try
   to understand context”).
4. Merge rules that say the same thing in different words.
5. Cut the role description to three sentences, but keep whatever
   affects the level of explanation.

Don't change the wording you keep — only cut and merge.
At the end, list what you cut, so I can confirm I don't miss it.

Phase 6: quarterly maintenance

These are my custom instructions, which I've been using for
[how long]:

[paste the instructions]

Here's what's changed in my work over the last quarter:
[what's new — role, type of tasks, tools, areas]

And here's what I've had to repeatedly correct in answers:
[list of corrections]

Do a review:
1. Which rules no longer match what I actually do today.
2. What's missing from my instructions, based on my corrections —
   suggest a specific phrasing to add.
3. Which rules are written so vaguely they can't be followed, and
   how to rewrite them.
4. What should move to a Project instead of staying in
   instructions.
5. Return the final version of the instructions, no longer than
   the original.

For point 5, highlight what changed compared to my version.

All prompts