Apples ability to create a 'super powerful' system may be limited the maximum heat dissipation of the device in question.
If the Mac Studio M2 Ultra maxed out at 295 Watts - and a new M chip is can reach 1.5 x times that system performance in the same thermal envelope - then that is what the software writers have to work with.
www.anandtech.com
N3P will 'allow' Apply to get 10% more power in the same thermal envelope.
If Apple are able dissipate 21% more heat than the current Studio design.
1.5 x 1.1 x 1 (current 295 watt dissipation) = 1.65 x times faster than the M2 Ultra
1.5 x 1.10 x 1.21 (21% more = 357w) = 2 x times faster on paper than the M2 Ultra
www.anandtech.com
If TSMC's N2 provides an 18% improvement in performance per watt over N3P, and Apples GPU/NPU performance per watt is already leading in the consumer space - those wanting to invest a small fortune into an Apple HPC with the physical volume of the Mac Studio should take comfort knowing this machine hardware will remain relevant for many years to come.
TSMC A16 will be up to 32% faster than N2 = 1.56 x faster then N3P - with the earliest Apple Mac out in 2028.
That would mean waiting 3 years for a new Studio to go 30% faster - or waiting for the machine after that (5 years+) for a machine has could have (speculation) 50% more hardware performance.
Perhaps what people really need is optimised frameworks to be available - and mature tools from Apple for developers to understand how get (often multi platform) their code base working efficiently with the minimum design changes and forks in their code.
AI frameworks are going to get the most dramatic performance gains from redesigns of frameworks that work on two year old hardware - rather than hardware that came in the last quarter.
Perhaps what we want is Apples Lowest performance devices have a hefty excess of computation power - so that software writers tune the offerings on already capable machines? Something that will lead to far more sales and less FOMO.