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My opinion is that is you find the late game unplayable then trying to upgrade your hardware to solve that problem alone is folly, unless the cost of the new computer represents a trivial impact to your budget. If you happen to be buying a new computer anyway then get the best one you can afford, and then see what effect it has on Stellaris performance.
In any case, the best response to poor late game performance is to reduce the size of the galaxy you play on. More stars means more things demanding processor time, and that increases the chance of bottlenecks that slow down the game. Reducing the overall demand by limiting the number of stars will improve performance.
Seeing as I already meet or exceed the "recommended" specs, I have turned to the community to find computer models that are able to handle an entire game. I sort of feel cheated by paradox, because I have paid money for this game but cannot fully experience it because of...well whatever it is that makes the game so damn slow. I don't really care that much, I just want to be able to play it, because I do in fact love this game.
During summer make sure that your laptop is well ventilated, otherwise thermal throttling will happen, slowing down your CPU to prevent overheating. This might be your problem currently actually, two things you can do to help that: access the inside of your laptop to clean the dust on the CPU fan and radiator, and/or buy a cheap laptop cooling pad.
Also if you want the best performance/cost ratio, it's much better to get a desktop instead of a laptop.