Trace the router
Record selected routed experts, weights, shared experts, layer, generation step, and model provenance.
open systems lab / phase 1
See the route.Measure the work.
MoEscope follows Mixture-of-Experts inference from a token’s routing decision to the GPU workload it creates—then makes the evidence inspectable.
expert load / synthetictrace ready
256routed experts
6selected / token
2shared experts
research notes
Build in public, with the reasoning left in.
the project
One path from model semantics to hardware evidence.
Describe the work
Turn assignments into expert histograms, grouped matrix shapes, tile counts, padding, and theoretical waves.
Test the evidence
Replay the same workload against a correct reference and measured GPU backends without hiding losses.