AIE

Personal & Edge

Personal (NPU/Mobile): Shifting execution to
local "sunk-cost" hardware to maintain local
data by design.

Edge (Desktop/Single-GPU): Establishing
fixed-cost reasoning on a 24GB-80GB
footprint.

Battery Priority: On mobile, power utilization is
part of the cost and is arguably
more critical than raw token generation cost.

Engineering the future of AI