Compound With AI

Compound With AI

The 3-Step Playbook for Learning a New Sector Fast

Inspired by my 5× tanker trade

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Compound With AI
Sep 14, 2025
∙ Paid

Hello, Fellow Stock Pickers

4 years ago, I spent a month buried in shipping reports.
Freight rates, shipbroker notes, obscure terms like VLCCs and scrapping cycles.
That deep dive turned into a 5× return on tanker stocks.

A screenshot of my Twitter account before it was called “X”

It was a bet on a sector driven by cycles.
this isn’t my main investing strategy.
But when it works, it works big.

But for a generalist investor, the barrier to entry is high.
you need to understand a lot before you even start deeper analysis.
Back then, it took me a full month just to get the sector straight in my head.

I reviewed my notes and turned them into a playbook. A shortcut you can use anytime you tackle a new sector using AI. :

1) Decode the jargon (so you can think clearly)

In any sector, the first barrier is the language.
Good news: 20% of terms explain 80% of what you’ll read.

How to do it (fast) with AI:
Use ChatGPT (Thinking mode) for this step, it’s great at this.

Ask it to:

  • List 20–25 must-know terms for the sector.

  • Explain each in plain English (1–2 short lines).

  • Tie each term to revenue/margins (why it matters).

  • Give one simple example (numbers if helpful).

  • Tell you what to watch next (KPI or data source).

  • Cite a source or write “Data gap: …” instead of guessing.

Or just steal my ready to use prompt :

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