A device-resident environment
The working system
Models, agents, memory and communication share a CUDA runtime. The GPU owns the active state and executes the work that changes it. Local clients and a network gateway provide access, while disk processes preserve the ordered record.
State beyond an execution
A conversation can continue beyond a connection or a period of device activity. Finite execution steps operate on persistent state, and explicit receipts connect live progress to the history available after a restart.


