Hello! Today we are introducing agnes-3.0-qwen, our most capable reasoning model for agentic coding, tool use, scientific problem solving, long-context analysis, and multimodal understanding. A multimodal reasoning model available as open weights. The model is a hybrid linear-attention / full-attention Mixture-of-Experts architecture (512 experts, 10 active per token) with a multi-token-prediction head, combining long-context understanding with strong coding, agentic, and scientific reasoning at the throughput and cost needed for production workloads. agnes-3.0-qwen is compared against GPT-5.6 Sol (Max), Gemini 3.8 Flash, DeepSeek V4 Flash (Max), MiniMax-M3, Claude Opus 4.8 (Max), and…