Why local-first AI is quietly winning
For two years the assumption was simple: the smartest models live in the cloud, and your laptop is a thin client begging them for scraps.
That assumption is starting to look obsolete. A new wave of local-first assistants run entirely on the device — no round trip, no pricing tiers, no telemetry pipe.
They are not as raw as the frontier models, but for the things people actually do all day — summarize this, draft that, fix this — they are already good enough, and they are private by default.
The shift will not be loud. It will look like one app, and then another, quietly stops asking to send your screen to a server you have never heard of.