Some of my best ideas that ended up being company changing started as a conversation walking to lunch with colleagues.
Initially these ideas were just undeveloped thoughts and I would never dream about booking a meeting to present them. Having a chance to develop them in a casual conversation might have been the difference between successfully building the thing and not doing it at all.
I love working from home but miss the unstructured collaboration.