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We have demonstrated electrically-injected waveguide-coupled LEDs based on W centers in silicon for neuromorphic computing. We analyze the sources of loss in these LEDs and simulate new designs for scalable, waveguide-coupled devices with several orders of magnitude higher efficiency.