Every element reduces to physical substrate
Lm
Language model
Sm
Semantic mem
Fs
File system
Ex
Ext interface
Es
Exec state
GPU + RAM
Storage
+ GPU
Storage
Network
CPU
+ RAM
Sub-atomic layer (Layer 0)
CPU
Sequential / logic
GPU
Parallel / matrix
RAM
Fast volatile
Storage
Persistent
Network
Connectivity / I/O
Functional identity lives at the element level. Physical instantiation lives at the sub-atomic level.