{"slug": "kimi-k3-on-ollama", "title": "Kimi-K3 on Ollama", "summary": "Moonshot AI released Kimi K3, a 2.8T-parameter open-weight multimodal agentic model, on Ollama with Pro or Max subscription and extra usage credits. The model features Kimi Delta Attention and Attention Residuals, a 1-million-token context window, and is the first open 3T-class model for long-horizon coding and knowledge work.", "body_md": "Currently Kimi K3 requires a Pro or Max subscription, and **consumes extra usage credits**. We’re quickly working on adding capacity to expand access.\n\nKimi K3 is an open-weight, native multimodal agentic model and our most capable model to date. It is a 2.8T-parameter model built on Kimi Delta Attention (KDA) and Attention Residuals (AttnRes), with native vision capabilities and a 1-million-token context window. It is the world’s first open 3T-class model, designed for frontier intelligence across long-horizon coding, knowledge work, and reasoning.\n\n### Key Features\n\n**New Architecture**: Kimi K3 is built on Kimi Delta Attention (KDA) and Attention Residuals (AttnRes), and scales up MoE sparsity with a Stable LatentMoE framework that activates 16 out of 896 experts — yielding an approximate 2.5× improvement in overall scaling efficiency over Kimi K2.\n**Long-Horizon Coding**: Operating with minimal human oversight, Kimi K3 sustains long engineering sessions, navigates massive repositories, and orchestrates terminal tools — from GPU kernel optimization and compiler development to vision-in-the-loop game dev, CAD, and even chip design.\n**Agentic Knowledge Work**: Kimi K3 advances end-to-end knowledge work, producing deep research with interactive visualizations, widgets and dashboards, and motion design and video editing, powered by its native multimodal architecture.\n**Native Multimodality & Long Context**: Kimi K3 understands text, images, and video within the same model, and supports a 1-million-token context window.\n**Open Frontier Weights**: We release the full Kimi K3 model weights under the Kimi K3 License, making frontier intelligence openly available for research, deployment, and further innovation.", "url": "https://wpnews.pro/news/kimi-k3-on-ollama", "canonical_source": "https://ollama.com/library/kimi-k3", "published_at": "2026-07-27 17:07:21+00:00", "updated_at": "2026-07-27 17:22:24.506819+00:00", "lang": "en", "topics": ["large-language-models", "ai-products", "ai-research", "ai-agents", "generative-ai"], "entities": ["Moonshot AI", "Kimi K3", "Ollama", "Kimi Delta Attention", "Attention Residuals", "Stable LatentMoE"], "alternates": {"html": "https://wpnews.pro/news/kimi-k3-on-ollama", "markdown": "https://wpnews.pro/news/kimi-k3-on-ollama.md", "text": "https://wpnews.pro/news/kimi-k3-on-ollama.txt", "jsonld": "https://wpnews.pro/news/kimi-k3-on-ollama.jsonld"}}