A new arXiv paper frames scientific discovery as a gradient descent problem. Researchers argue that historical contingency and institutional lock-in trap human knowledge in local optima rather than global truths. This path dependence limits the frameworks scientists use to interpret nature. Practitioners should consider how these cognitive biases hinder the discovery of more efficient paradigms.