An on-chip topological beamformer for multi-link terahertz 6G to XG wireless communication achieves complete 360° azimuthal beamforming with gains of up to 20 dBi, radiating THz signals into free space with neural-network-driven customizable beams enabling up to eight simultaneous 40-Gbps wireless links.