Imagine dropping a beach ball from the top of a building. At first, its measured speed would agree very well with the theoretical formula we derived from energy conservation, but at some point it cannot fall any faster. It's not that energy conservation is wrong; it's that we neglected to account for air friction slowing down the beach ball's descent. The real speed of the beach ball is slower than the theoretical speed because of friction.
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