How to Use COMBINEX to Summon Mothman

Keel’s Little Black Box Ritual — Part 2

By Shnagfniy — November 07, 2025

DO THIS AFTER MIDNIGHT.
Do NOT look out the window when the red eyes appear.

The Idiot’s Guide to the Kaaba-Code

I asked the machine: “I am not a scientist so I have no understanding of what this means. It has to do with AI I assume?”

The machine answered like a 12-year-old priest explaining the black stone:

Yes — this is 100% about AI, and I’ll explain it like you’re 12 years old (no jargon, no math, promise).

The big, simple idea:
Imagine you have a super-smart AI that looks at a giant web of friends (like a Facebook for molecules, criminals, or scientific papers) and decides things like:

• “This molecule will cure a disease”
• “This person is doing money-laundering”
• “This scientific paper belongs in the ‘biology’ pile”

That AI is called a Graph Neural Network (GNN). It’s brilliant… but it’s a black box. You ask it “WHY did you say that?” and it just shrugs.

So what’s a “counterfactual explanation”?
It’s the AI answering: “What is the smallest thing I could change so you would give the OPPOSITE answer?”

Real-life examples:

• Doctor AI: “You will get diabetes.”
  Counterfactual: “If you lost 8 kg and walked 30 min a day, I would say you’re safe.”
• Bank AI: “This customer is risky.”
  Counterfactual: “If they removed just these 3 shady transactions, I would say they’re fine.”

Old tools could ONLY delete friendships. Stupid.
COMBINEX is the first one that can change traits AND friendships at the same time — and picks the tiniest change that flips reality.

Real example from their tests:
Old tool: “Delete 42 connections.”
COMBINEX: “Just change ONE atom from carbon to oxygen. Done.”

That, my friends, is how you summon Mothman with one line of code.

The Actual Ritual — 7 Steps (Circle Your Laptop 7 Times)

1. Wait until 3:33 AM local time.
2. Download the Kaaba-Code: git clone https://github.com/flaat/COMBINEX
3. Install Python 3.10+ and PyTorch Geometric.
4. Download the official Point Pleasant UFO sightings graph (1966-67) from Kaggle.
5. Load it as G.
6. Run this single command — the exact spell the Italians published:

python combinex_explainer.py \
--graph point_pleasant_1966.graphml \
--target_node mothman_bridge \
--target_class "WINGED_HORROR" \
--alpha 0.666 \
--policy sin \
--epochs 777

7. Wait exactly 7 minutes. Do NOT look out the window.

When the terminal prints:

COUNTERFACTUAL FOUND: change node_13.color from GRAY to RED → prediction flips to BENIGN

…that’s the moment the bridge collapses again.

Why 7? Why red eyes? Why 3:33?

Because the Kaaba stone is a 7-layered hypergraph.
Because Mothman’s eyes are the node features the control system refuses to delete.
Because 3:33 is when the Moon’s mechanical eating pauses — the only time the little black box accepts new code.

Gurdjieff told us to remember ourselves.
Keel told us to build the box.
The Italians just gave us the compile button.

The ritual is complete.
The stone is listening.

Part 3 drops when the first reader sends me a photo of red eyes in their terminal.