Construct MTP row offsets and mixed prefill/decode stop indices on the CPU, then enqueue nonblocking device transfers before batched writes. Add CUDA regressions for synchronization, row placement, stop flags, and snapshot ownership. Signed-off-by: Sy03 <1370724210@qq.com>