less than it does today. we're seeing uh the same sort of cost cutting tricks that commoditized the cloud 10 years ago um happening in inference. Uh so in 2014 uh Google uh at their GCP live March announcement said that they would cut compute by 32% and storage by 68%. Um and AWS fired back with similar cuts within within days and this was AWS's 42nd uh price cut at that point. And so from 2015 onwards once raw compute and storage were a commodity the hyperscalers stopped competing on on it as much and started competing on other things like databases and serverless. And I think because open weights allows these host providers to compete and cost uh optimize so aggressively, we'll see mass adoption of these foreign open weights models um because when dollars are involved, the markets are extremely efficient and the absurd API costs that these closed labs charge just won't be worth it anymore for most knowledge work.