Qwen2.5-Max utilizes innovative Multi-head Latent Attention (MLA) architecture, achieving 95% of GPT-4 Turbo's performance while maintaining training efficiency. Features 128K context length and advanced reasoning capabilities through scaled reinforcement learning methodologies.