Winter training, geared or SS?

Fixed for dry days
CX frame with compact road gearing, hydraulic discs and mudguards for wet days
11spd alfine fatbike for winter off-roading

I have a similar (less up market) selection to this ^

... but in reality often end up more like this v

Just sit on the sofa until March. Much easier.