Venice is turning AI privacy into a visible product layer. Usage has steadily grown from 32B daily tokens to 50B daily tokens over the past two months. Venice is pairing its privacy stack with a dual-token access model: VVV is the staked base asset that captures network growth, while DIEM converts that capacity into perpetual $1-per-day inference credits that developers can budget against or trade. If this works properly, you get a flywheel where rising inference demand feeds revenue into buybacks against a supply that is actively tightening. Trust, billing, and usage are collapsing into a unified layer.