If you looked at a graph of GPU power in consumer hardware and model capability per billion parameters over time, it seems inevitable that in the next few years a "good enough" model will run on entry-level hardware.

Of course there will always be larger flagship models, but if you can count on decent on-device inference, it materially changes what you can build.