scheduler

Almost every modern training run uses warmup-then-cosine, and getting it wrong destabilizes early training or wastes the tail. It's a closed-form function of the step. Here is the implementation and the why.

Round-robin routing wastes a feature that doubles throughput: cache locality. Designing the router means choosing a replica by KV state, not just least-loaded. Here is the two-layer design.