Habsburg AI
On internet there is an overflow of AI culture in the form of images, texts, songs, and films. Is this the beginning of the artist’s demise and the decline of human creativity, or will human creativity become invaluable in the future?
An AI requires vast amounts of data to be trained effectively. So far, training materials have been scraped from the internet, where most of human creativity is published. However, as we increasingly use AI to create new things, the internet will become saturated with AI-generated content. This content will then be used to train new AI models. Studies have shown that this process could lead to what is known as “model collapse” or “Habsburg AI.”
The Habsburg dynasty, one of Europe’s most powerful royal families, ruled over territories including Austria and Germany for centuries. However, their reluctance to share power led to intermarriage, inbreeding, and peculiar genetic defects. The famous “Habsburg jaw,” seen in portraits of Charles II of Spain by Carreno de Miranda, is just one example of the physical anomalies caused by inbreeding.
Similarly, AI models trained on extensive AI-generated material may produce strange and divergent results. The only way to avoid this is by incorporating fresh human-created content. But how can we achieve this when more people are using AI to create art instead of generating original work? AI-generated images are quick to produce, while human creativity is a slow and thoughtful process. Over the years, AI models have consumed thousands of years’ worth of human creativity and are still hungry for more.
It appears that human creativity will remain essential and in demand in the future. To prevent AI models from degenerating, we must infuse them with fresh human creativity. Human creativity may become a valuable resource, and those who can create something truly unique will be able to offer their services at a premium. There is hope that human creativity remains distinct and challenging to replicate, even in the age of AI.
Summary: The concept of “Habsburg AI” serves as a cautionary reminder that relying solely on AI-generated content without human input can lead to unintended consequences. Balancing AI and human creativity will be crucial for maintaining a harmonious and innovative future.
Great post, Matthias! The concept of the Habsburg AI is something we need to keep in mind. It truly highlights the value of human creativity. I also wonder if this Habsburg effect hasn’t started some time ago, when artists began to continuously replicate the artwork of previous generations without much innovation. Postmodern art, for instance, has a component of continuous remixing previous artworks, though it has also produced great outcomes that remain relevant. And thinking in the future, I also wonder if there will be a method when these new models are trained to distinguish between what is human-created and AI-created, and how these human creators will be fairly compensated without merely taking work from the Internet. It’s essential that we have this discussion, especially for people involved in art, creation, and innovation.