>In practice most LLM systems use this distribution (along with a “temperature” multiplier) to make a weighted random choice among the tokens

In other words, LLMs are not deterministic in just about any real setting. What you said there only compounds with MoE architectures, variable test-time compute allocation, and o3-like sampling.