Astera benefits as AI clusters become denser, more failure-sensitive and harder to qualify, because it sells the connectivity, observability and workflow integration that keep expensive accelerators productive. Software commoditization risk is low since value capture is still mainly hardware margin, but larger platform vendors and
hyperscalers can internalize parts of the stack over time.