Field Note
Why unified memory changes edge AI
The constraint at the edge has rarely been raw compute. It has been how much model you can hold close to the work.
[PLACEHOLDER] This note is a structural placeholder.
The published version will work through the memory maths, the practical ceilings, and what it changes for deployment in the field.