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Hmmm, wonder why desktop cards are so big? http://www.pcworld.com/article/2923779/how-to-upgrade-graphics-in-a-laptop.html
Newer GPUs will need newer faster memory so that also needs upgrading, which is not trivial given bandwidth. Then there can be new power requirements and cooler for example. For what? The actual card is cheap compared to memory and GPU chip.