Modern LLM Architectures Now Rival RecSys Complexity

Post-Llama 3 models like Nemotron Ultra layer grouped-query attention, sparse and sliding-window attention, MoE routing across attention and residual streams, and multi-GPU inference comms ops into a single stack. The architectural surface area has expanded well beyond the clean transformer baseline that defined 2022-era open models.