One of the amazing things is that when every has one GPU, they will actually have 1k-10k agents at their disposal.

LLMs and KV caches have amazing performance characteristics with concurrent throughput. It scales very non linearly. So the token throughput within a batch scales WAY faster than the tokens per second of each user.

This is the reason the LLM providers have such crazy margins on their costs.