This document is the first in an IDA series designed to introduce large language models (LLMs) and generative artificial intelligence systems (GAIs) to a military audience. It aims to tie readers' expectations of LLM and GAI capabilities, limitations and applications to core characteristics of the underlying technology, and it draws implications for future development.