What is graph Engineering?

Описание: I sent 144 AI workers to do one job — and nearly all of them crashed in the same second. Turns out the fix wasn't better code. It was pacing. And that one change turned a failed run into 72 finished folders on a Tuesday afternoon.

In this video I break down graph engineering in plain English — what it actually is, why it costs more than you think, and the checking mistake that left 82 problems hiding in my own script while the log said everything was fine. No code background needed.

If you're a non-technical founder running AI tools and agents, this is the workflow shift happening right now — and you can test the first move with 10 minutes and a pen.

TIMESTAMPS:
0:00 - 144 AI Workers, One Crash
0:22 - Why I'm Explaining It This Way
0:41 - What Is Graph Engineering?
0:57 - The Repo Walk-Through Setup
1:20 - Meet Johnny Nel
1:50 - 72 Folders, Two Stages, One Dependency
2:11 - What an Arrow Actually Is
2:30 - The Arrow Test
2:53 - Where the Term Came From
3:14 - Dynamic Workflows — Anthropic's Real Name
3:34 - Finding Steps That Can Run Together
3:54 - The Bricklayers Analogy
4:14 - Runtime Limits: 14 At a Time
4:38 - Why They All Died Together
4:58 - The Real Bill: Tokens Per Worker
5:27 - Why Pay More? You're Paying to Stop Waiting
5:51 - The Shape Is 50 Years Old
6:14 - Harrison Chase Still Doesn't Know What It Means
6:34 - Delegation Has a Real Cost
6:52 - Inside the AI Founders Vault
7:15 - The Checker That Missed 82 Problems
7:57 - What a Gate on an Arrow Actually Does
8:24 - Two Checkers One Stack
8:43 - Why a Clean Log Means Nothing
9:05 - The Flag Three Readers Refuted
9:28 - The Silent Builder Bug
9:54 - The One File, in Plain English
10:14 - The One Line Worth Copying
10:32 - Your First Move: 10 Minutes and a Pen
11:05 - Save the Run, Call It By Name

🔓 Want the actual system — the folder structure, the wiring, the templates, ready to copy into your own setup? It's inside the AI Founders Vault:
👉 https://www.skool.com/aifoundersvault

Join The AI Founder's Vault Skool Community here: https://www.skool.com/aifoundersvault

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