The Novelty Bottleneck: A Framework for Understanding Human Effort Scaling in AI-Assisted Work

Jacky Liang

We propose a stylized model of human-AI collaboration that isolates a mechanism we call the novelty bottleneck: the fraction of a task requiring human judgment creates an irreducib…