Qwen + Your Laptop + 3 years is more interesting to me than offloading AI to some hyperscale datacenter. Yes efficiency gains can work for both, but theres a certain level below which you may as well just run the app on your own silicon. AI might not eventually meet the threshold for "apps on tap" if every user with an i7 and 32GB ram is ably served locally.