Although it would seem that going down a hill is easier than going up, downhill has meant a decline since the 1500s, although Daniel Defoe also used it in the sense of easy ("a very short cut, and all down hill," Robinson Crusoe, 1719). An 1856 history of England had the sense of declining: "The monks had traveled swiftly on the downhill road ... More @Wikipedia
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