State World Models: Execute the Rules, Generate the Pixels

What this work does

Stateful Harness separates executable world dynamics from video rendering. A persistent semantic ledger and editable spatial scene determine action outcomes, while a frozen video model depicts those outcomes and visual observations inform subsequent state.