> ## Documentation Index > Fetch the complete documentation index at: https://docs.siray.ai/llms.txt > Use this file to discover all available pages before exploring further. # Kimi K2.5 > Kimi K2.5 is a high-performance large language model optimized for long-context reasoning, precise instruction following, and stable multilingual output across complex real-world tasks. ### Model Use Cases Ideal for AI agents, long-document analysis, coding assistance, RAG systems, and enterprise chatbots that require strong reasoning, extended context, and low hallucination risk. ### Key Features * **Long Context Understanding:** Handles very long inputs with strong coherence, making it suitable for documents, codebases, and multi-turn conversations. * **Strong Reasoning Capability:** Excels at logical reasoning, step-by-step problem solving, and complex instruction execution with high accuracy. * **Multilingual Performance:** Delivers stable output across Chinese and English, supporting cross-language applications and global products. * **Low Hallucination Rate:** Optimized for factual consistency and controllable outputs, reducing unreliable or fabricated responses. * **Agent-Friendly Design:** Well suited for tool calling, planning, and AI agent workflows that require structured and reliable responses.