1 sampling determinism ≠ system determinism

2 float addition is NOT associative

3 the culprit is batch invariance

4 MoE routing jitter: expert capacity ceiling, route depends on the batch.

same token? no. we need the SYSTEM to run the same STATE TRANSITION.