Dedicated runner (shared_expert_pipeline.py) and test (test_shared_expert.py).
Tried reusing MoE runner with 1 expert — fails because MoE runner assumes
hidden_size != HC_DIM for scatter. Need dedicated runner with correct
scale assembly. Will continue tomorrow.
