In the article, Rogoff dismisses calls for policies to stimulate demand as the wrong actions to deal with debt, the ultimate cause of the crisis. As he argues, given that government expenditures have kept expanding (he uses the number for France at 57% of GDP) it is hard to argue in favor of more spending.
But there is a perspective that is missing in that logic. The ratio of debt or government spending to GDP depends on GDP and GDP growth cannot be considered as exogenous. Assuming that the path of GDP is independent of the cyclical stance of the economy does not sound reasonable but, unfortunately, it is the way most economists think about a crisis. A crisis is seen as a temporary deviation of output but the trend is assumed to be driven by something else (innovation, structural reforms,..). But that logic runs contrary to evidence on the way investment and even R&D expenditures behave during a crisis. If growth is interrupted during a crisis output will never return to its trend. The level of GDP depends on its history, what economists call hysteresis. In that world reducing the depth of a crisis or shortening the recovery period has enormous benefits because it affects long-term GDP.
[To be fair to economists, we are all aware of the persistent dynamics of GDP, but at the theoretical level we tend to explain it with models where the stochastic nature of the trend is responsible for the crisis itself rather than assuming that other factors caused the crisis and the trend reacted to them.]