AI in public

AI in public

Your AI Memory Is Broken if you are missing this one hack.

Here's the exact prompt library system I built, and the 10 Claude prompts to never forget anything.

Hamza Khalid's avatar
Hamza Khalid
Jun 07, 2026
∙ Paid

I’ve sent Claude the same instruction 47 times this year.

I know this because I finally counted.

That’s not a productivity problem. That’s a memory problem. And the embarrassing part? The AI didn’t forget. I did.

By the end of this issue, you'll get the AI Prompt Library Starter Kit, 10 seed prompts, pre-categorised and ready to drop into Obsidian or Notion today.


Three months ago, I was writing a cold outreach sequence with Claude.

Took me 25 minutes to craft the prompt. Got great output. Closed the tab.

Two weeks later, I needed the same sequence for a different client. I opened Claude. Stared at a blank input. Started from zero. Again.

That’s when I got angry enough to fix it.


The old way:

Open Claude. Stare at the blank input.

Try to remember what worked last time. Write a mediocre prompt.

Get a mediocre result. Repeat every single time.

The new way:

Open your prompt library. Find the category. Copy. Paste.

Customise 3 words. Get the same great output you got the first time, in 90 seconds.

That’s the difference between an AI user and an AI operator.

If this is useful, share it with one person who needs it. It takes 10 seconds and costs nothing.

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Here is the step-by-step guide:


Step 1: Audit What You Already Have

Most people skip this and build from scratch. Don’t.

Your best prompts already exist. You just haven’t catalogued them.

Go back through your last 30 Claude conversations. Identify every prompt that produced output you actually used in real life.

That’s your raw material.

Here are the steps:

Step 1: Go to Claude.ai and open the chat history.

Step 2: Check your previous 30-day conversations.

Step 3: Take a screenshot or export the 5–10 prompts with the best outputs.

Step 4: Drop them into a single doc called “Prompt Audit.“

That doc is the foundation of everything.


The rest of this guide is where the system actually gets built. Inside, I cover the exact vault structure that takes 10 minutes to set up, the prompt note template that makes every entry reusable three months later, and the tagging insight that turns one great prompt into dozens of use cases. You also get the full 10 seed prompts - copy-paste ready - plus the one step most people skip that turns a prompt library from a folder you forget into a system that compounds every single week.

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