I've wondered how; "The Navier Stokes results used millions of dollars of tokens and thousands of parallel agents to get the result." can possibly not also include many dollars worth of duplicated effort? I find it hard to believe every agent was doing something novel. What this means beyond wasting dollars I'm not sure of, but just flinging around the numbers I don't think should be considered impressive or even required to get the results found.