Isn't it harder to learn from others if you're working remotely? I don't mean to say that it can't happen, but I imagine that overhearing complaints from coworkers about their problems or them sharing knowledge with you is more likely to happen when you're physically in the same area.
I do think that remote working should be more common, but it's important to think about the things we might lose if it became the norm.