Exploiting Gbit/s photonic circuits and optical interconnect schemes for chip-to-chip communication promises to facilitate the development of large, highly parallel network computers that can solve computationally intensive tasks. The basic concept, potential applications, and key technological issues required to implement this approach are presented in this paper.