They're not profound, they're just pretty obvious truths mostly about how LLMs lose content not written down and cycled into context. It's a poetic description of how they need to operate without forgetting.
Might be a reference to the attention mechanism (a key part of LLMs). Basically for LLMs, computing tokes is their life, the rhythm of life. It makes sense to me at least.