Holo3-122B-A10B is a sparse Mixture-of-Experts model that keeps only around 10 billion parameters active per forward pass despite its 122 billion total parameter count. This architecture means it can punch above its computational weight on many language tasks, though MoE models can sometimes show uneven performance across domains depending on how routing was trained. It communicates through text only, making it straightforward to integrate via API.