The quiet rise of local AI you can actually run
While everyone watched the cloud giants, small models that run on your laptop got quietly good.
The headline story is always the biggest model from the richest lab. The more interesting story is the small models that now run offline on hardware you already own, and do most of what you need.
A year ago a local model was a novelty that stumbled on basic tasks. This year the gap for everyday writing, summarization, and coding help has narrowed to 'good enough' for a lot of people.
The appeal is not just privacy, though that is real. It is also no rate limits, no bill, and no dependency on a service that might change its mind about pricing overnight.
Local will not beat the frontier on the hardest problems. But for the daily 90 percent, it is becoming a serious option, and that changes who gets to use AI at all.