Democratizing Scalable Mixture-of-Experts Training in PyTorch with NVIDIA NeMo Automodel Training state-of-the-art Mixture-of-Experts (MoE) models has traditionally requiredspecialists with deep distributed systems knowledge and access to high-end infrastructure. Now, NVIDIA’s NeMo Automo... distributed training LLMs MoE NVIDIA open source performance optimization PyTorch
Qwen3-Next and vLLM: Advancing Efficient Long-Context AI with Hybrid Architecture AI is evolving rapidly, and efficiency is key for effective large-scale deployment. Qwen3-Next, the latest model from the Qwen team, pushes the boundaries with a hybrid architecture purpose-built for ... GPU optimization hybrid attention long-context AI model efficiency MoE multi-token prediction Qwen3-Next vLLM integration