To discover solutions for "hallucination", we have to identify the type of error to determine the cause. If you can isolate and eliminate these causes, you can prevent or correct hallucination in real time.

The machine has detectors and responsive mechanics that then tell the algorithms what your deepest preferences are and then change what you see to exploit these habits with relentless precision. Accidentally letting a video play through can cause a permanent shift in the media you will see for the rest of your life.

We have followed information from conception, through the house of mirrors, and onto the screen of your phone. Now we approach the most fragile equipment in the machine: YOUR MIND. No two humans will receive that data the same way. If the best data makes it to a human mind that has been trained to disbelieve a reality it doesn't want to see, no amount of good programming can keep them from assuming that data is a conspiracy to destroy them.

The Interface layer is how all of this chopped and screwed semantic soup is presented to us. Let's take a look at how the face of information impacts the way we think about it.

We have seen how information goes from the human sources to the AI training pipeline, now we look at the "lossy compression" blender that breaks up all of that knowledge into the semantic soup of global information that LLMs draw from.

Now that the data has been created, uploaded and parsed, we enter the opaque blender of AI compression and ambiguation.

The Aggregation Layer: How information is aggregated and gatekept, and what you are allowed to see.

This is layer 2 of the machine: Capture -How information Get's Digitized. Now we turn our attention to how the information created at the Origin Layer enters the labyrinth of the larger ecosystem.

We examine how the first layer of the information machine originates knowledge. We look at the incentives, limitation, and biases that dictate how knowledge is created.

We take a look at the machine in action by looking at the 4 types of information flow, and how they are manipulated.