Join Anders Larson and Shea Parkes as they dive into the world of large language models (LLMs) again.  Actuaries are familiar with matrix multiplication, which is at the heart of most LLMs, but not all actuaries are as familiar with how complex software application components work together.  In this episode we tease apart the models from the applications and discuss which is responsible for what parts of the magic.