Mixture of Experts

Mixture of Experts (MoE) model architectures that route tokens to specialized expert subnetworks, enabling massive parameter counts with sparse activation for improved efficiency and scaling.

Reading List

Products & Announcements

DeepSeek V4 Pro 0813: 1M Context MoE Model

Aug 12, 2026563

A high-capacity MoE model with a 1M context window and competitive pricing.

DeepSeek Mixture of Experts LLM Context Management AI Business Models

Under the Hood

The LLM Architecture Gallery: Mapping the Evolution of Open-Weight Models

Mar 16, 2026383

A comprehensive technical reference gallery documenting the architectural evolution and specifications of modern open-weight large language models.

AI Architecture Foundation Models Mixture of Experts LLM Inference Transformer Models

Products & Announcements

Qwen3-Next: Hybrid Attention + Ultra-Sparse MoE for 10x Faster Long-Context LLMs

Sep 12, 2025569

Qwen3-Next matches larger models while slashing training cost and delivering order-of-magnitude faster long-context inference via a hybrid attention + ultra-sparse MoE design with native MTP.

AI Architecture Mixture of Experts LLM Inference LLM Context Management