Industry experts like semiconductor analyst Doug O’Laughlin and Val Bercovici, chief AI officer at Weka, argue that mastering memory orchestration will define the next phase of AI competition. The ability to move the right data to the right agent at the right time can reduce token usage and dramatically lower inference costs — potentially determining which AI startups survive as infrastructure expenses climb.