The Solution: Sparse Mixture of Experts Layers

• Activates only a small subset of expert subnetworks per token
• Uses token-level dynamic routing for selective expert engagement
• Enables large-scale models without proportional compute increase
• Benefits: improved efficiency, specialization, and scalability