Function gdn_prefill_regresident 

pub fn gdn_prefill_regresident(
    gpu: &dyn GpuBackend,
    kernel: KernelHandle,
    h_state: DevicePtr,
    query: DevicePtr,
    key: DevicePtr,
    value: DevicePtr,
    gate: DevicePtr,
    beta: DevicePtr,
    output: DevicePtr,
    batch_size: u32,
    seq_len: u32,
    num_k_heads: u32,
    num_v_heads: u32,
    k_dim: u32,
    v_dim: u32,
    qk_stride: u32,
    v_stride: u32,
    gb_stride: u32,
    stream: u64,
) -> Result<()>

2026-09-25: Token-sequential prefill recurrence with H in registers (gated_delta_rule_prefill_regresident). One warp owns one v-column and holds its 128 k-rows (4 per lane); there is no shared-memory H and no block barrier. Requires k_dim == 128 and v_dim % 4 == 0 (4 warps per block).