Intuiting Policy Gradient methods

Recently, I found it imperative to grok Policy Gradient (PG) methods. As much as I enjoy entering rabbit holes of adjacent techniques, which are abundant in RL, I have refrained. The motivation is to think effectively about PG research in LLMs/foundational models.