We fuse per-timestep spectral context with temporalI/Q by repeating a pooled FFT magnitude vector across time andconcatenating it to the I/Q channels. A small Transformer overtokens (T= 128) learns cross-time interactions. We ablate thefusion width W (spectral channels per timestep) and report p50latency vs dmodel.