Local-First Personal AI

Projection: More personal assistance may run on the user’s device, preserving usefulness during outages while shortening response time and reducing transmission of sensitive material. Current consumer adoption does not establish those advantages. Comparative deployments must demonstrate offline completion, lower latency, and measurably less private data leaving the device.