A comprehensive portfolio of 84 neural network models compiled and benchmarked on Hailo-8 and Hailo-10H fixed-function accelerators, spanning HVAC predictive control, biometric identity, motorsport telemetry, mixture-of-experts, state-space models, novel sequence architectures, and recurrent networks with end-to-end correlation validation against fp32 reference. Every model was measured on production silicon. The document accompanies the AutomataNexus production deployment of these models across active commercial sites.