16 short stories that show you what actually happens inside AI — in plain English. Plus the exact system that made me $17,000+ last month with this knowledge.
30-DAY REFUND · LIFETIME UPDATES · LAUNCH PRICE ENDS IN --You don’t need to be technical. Each lesson is one discovery: who found it, where it hides inside ChatGPT, and how to see it with your own eyes. 25 minutes. Then it clicks.
Hamilton carving an equation into a bridge. A 19-year-old beating Hilbert. You remember stories, not formulas.
Then we open the model and point at the exact spot where that 100-year-old idea is running right now.
A one-click notebook and a tutor prompt that turns Claude or ChatGPT into your private teacher for that idea.
This topic pulls millions of views — and a lot of people want exactly the knowledge these guides teach. Every card below is a real thread from my X. Click any of them, then come back for the lesson that goes ten times deeper.
In 2015, bigger neural networks were getting dumber than small ones. Nobody could explain it. The fix was one line: add the input back to the output. That paper became one of the most cited of the century.
Every layer of ChatGPT reads from and writes to one shared “notebook” — the residual stream. Once you see it, AI research stops sounding like magic.
def block(x):
x = x + attention(x) # write a note
x = x + thinking(x) # write another
return x # nothing is erasedIts volume is 0.000…(40 zeros)…237. And every word ChatGPT reads lives in a space just like that. This is Lesson 03 — paste the prompt into any AI and it will teach you why.
You are my tutor for one idea: why high-dimensional spheres are almost empty, and why that matters for AI. Teach me in 5 short steps. Stop after each step and wait for my answer. 1. Ask me to guess the volume of a ball in 2, 3, 10 and 100 dimensions. 2. Show the formula V(n) = π^(n/2) / Γ(n/2 + 1) and compute it for those n. 3. Explain why almost all the volume sits in a thin shell near the surface, and why random directions become nearly perpendicular. 4. Connect this to how ChatGPT compares words (cosine similarity in 768–12,288 dimensions). 5. Give me a 6-line Python experiment that proves it, then quiz me with 3 questions.
Six honest yes/no answers. No email. We’ll tell you where to start.
Most lessons started as a free thread — click to read it first. Two were never posted anywhere.
Understanding how AI works isn’t just interesting — it pays. 200+ clients have already gone through my guides. The Full Stack includes my playbook: the full system behind last month’s $17K, step by step.
The post format that pulls millions of impressions on a “boring” topic like math.
How readers turn into followers, and followers into people who want to buy.
What I sell, how I priced it, and how 200+ clients found it.
Where last month’s $17K came from. Real breakdown, no fluff.
5 lessons + notebooks + prompts
6 lessons + notebooks + prompts
5 lessons + notebooks + prompts
Card, Apple Pay, Google Pay or crypto (USDC/USDT). Three packs separately cost $62 and don’t include the $17K playbook. The Full Stack is $49.
Full refund within 30 days. One message, no forms, no questions. Buying it for a friend? The access link works as a gift.