The Ouroboros Effect: AI Optimization for AI Consumption

The Ouroboros is the ancient symbol of a snake eating its own tail. It is the perfect metaphor for the current state of the web. AI generates content -> Webmasters publish it -> AI scrapes it to train -> AI generates more content.

Model Collapse

Researchers warn of Model Collapse. If models train on their own output, the variance (creativity) of the model degrades. It becomes an echo chamber of “average” probability.

Read more →