For deployment and inference efficiency, smaller, optimized models like Gemma 3 are ideal for local deployment, while Mixture-of-Experts (MoE) architectures in models like GLM 5.2 and DeepSeek V4 keep inference costs down by activating only a fraction of their total parameters.