- SamplingBatchInfo: sample params built once per task set (top_k int32, pinned async H2D)
- position_ids advances by +1 on steady-state decode instead of re-building
- DecodeBindCache: bind_tasks increments seq_lens/kv_indptr, reuses req_pool_indices
- saves ~240us of python/launch overhead per decode step