Learn any industry without reading 100 reports
The Claude skill that makes this possible
This story is inspired by real life.
Any resemblance to what happens to investors all the time is purely intentional.
A friend tells you:
“ it’s a great business.”
It’s in an industry you’ve never touched.
You tell yourself:
“I’ll figure it out.”
So you do what any serious investor does.
You open the annual report.
“TPV growth…”
“Take rate compression…”
Weird jargon.
Bad explanations..
You skip it.
A year later, the stock is up 35%.
You tell yourself:
“It was outside my circle of competence.”
But it wasn’t.
You just didn’t have someone to explain the basics to you.
At 20, Warren Buffett took a train to Washington, D.C. to understand insurance.
He showed up at GEICO’s office on a Saturday.
He met an executive and asked questions for hours.
By the end, insurance clicked for him.
That understanding stayed with him for life…
The good news is that we’re in 2026.
And we have AI:
In this article, I’m sharing my Claude Skill file.
You upload it once.
You type the industry you want to learn.
Claude creates an interactive guide that helps you get the basics fast, so annual reports stop feeling like a foreign language.
How this Claude Skill helps you learn any industry 10x faster:
Instead of jumping between scattered notes and reports, everything is grouped in one place.
The Skill does this by creating one interactive learning page.
Inside, you get the full learning path:
The jargon explained in plain English
A clear 1-page summary of how the industry works
A deeper report that breaks down the key drivers and economics
A short quiz to test your understanding and reinforce what matters
Clear next steps on what to read, what to analyze, and how to go deeper
Nothing explains it better than seeing it in action.
Here’s a video where I run the skill live:
What’s inside the Skill
it‘s 1 ZIP file to download and upload into Claude.
But this is not one prompt.
It’s a structured workflow built from how I actually learn a new industry:
1. SKILL.md
This is the playbook.
It tells Claude what to do, in what order, and when each step runs.
2. The reference files
This is the core.
Each file is a tested prompt from my investing process:
one to decode the jargon
one to map supply, demand, and cycles
one to structure the final learning output
Claude runs everything in sequence.
How to use it :
step 1: install the skill once, use it forover
Download this file: