Function causal_conv 

fn causal_conv(
    qkv: &mut [f32],
    weights: &[bf16],
    history: &mut [f32],
    ck: usize,
)

Causal depthwise convolution over packed [q | k | v] channels. History is oldest-first; preserve accumulation order for the CPU oracle.