Developmental Interpretability

Developmental interpretability is an alignment research agenda grounded in singular learning theory (SLT), statistical physics, and developmental biology. The aim of developmental interpretability is to build tools for detecting, locating, and interpreting phase transitions that govern training and in-context learning. This has the potential to reduce the alignment tax for existing techniques and inform scalable new methods for interpreting neural networks.