Could you please clarify what you mean by that phrase? For example:
Standard multi-head attention (MHA) scales poorly. Raven uses Multi-Query Latent Attention (MQLA), a variant where the key and value projections are shared across heads but mixed via a learned latent vector. This reduces memory bandwidth by 40% compared to traditional MQA. completetinymodelraven exclusive
Suggested short product blurb (for listing or packaging): "Complete Tiny Model Raven — Exclusive. Meticulously crafted, limited-edition miniature raven with lifelike detail and a display-ready base. Numbered certificate included. Perfect for collectors, photographers, and miniature scene builders." Could you please clarify what you mean by that phrase