AI Engineering.

Working with MoE LLMs: What Llama 4 Scout Teaches Us About Production AI

Mixture of Experts models like Llama 4 Scout 17B activate a fraction of their total parameters per token, delivering frontier performance at a fraction of the compute cost. Here's what we've learned deploying MoE architectures in production.