Picbreeder
2 published articles
Labs & ResearchFeatured6 min read
Open-endedness & VLMs
When AI agents rebuilt the internet's most creative experiment, they hit a wall humans never see
A Sakana AI-led team replaced human Picbreeder users with VLMs and found the synthetic archives lack the boldness and diversity of the human originals. Their experiments with noise, memory, and thousands of prompted personalities reveal both the promise and the limits of using large models for open-ended discovery.
2026-07-20
LLMs & ModelsFeatured4 min read
Picbreeder revived with VLM agents
When AI agents rebuilt the internet's most creative experiment, they hit a wall humans never see
Sakana AI, MIT and NYU recreated Picbreeder with VLM agents to study open-ended creativity. The agents became trapped in repeating motifs, unable to make the conceptual leaps humans manage. Diverse personalities helped, but the gap between artificial and human creativity remains unexplained.
2026-07-19