Token usage meaning via agentic processes. Essentially every gripe about LLMs over the last few years (hallucinations, lack of real time data, etc.) was a result of single shot prompting directly to models. No one is seriously doing that for anything at this point anymore. Yes, you spend ten times more on a task, and it takes much longer. But your results are meaningful and useful at the end, and you can actually begin to engineer systems on top of that now.