A new study replaces human users in Picbreeder with frontier vision-language models to test AI's capacity for open-ended discovery. The team analyzed whether agents can autonomously generate novel, meaningful forms without human guidance. This replication evaluates if LLMs can mimic the creative evolution of neural networks. It provides a benchmark for autonomous creative production.