Kimi k1.5

Kimi k1.5 focuses on practical depth without heavy latency. It follows instructions precisely, keeps multi-document and long chat contexts coherent, and handles software tasks from code generation to debugging with clear explanations. The model integrates with retrieval so answers can be grounded in your data, returns schema-true JSON for automation, and calls tools to search, run code, or query services during a response. Streaming keeps interactions responsive, quantization options control serving cost, and alignment training favors safe, consistent behavior for customer-facing apps. Teams typically use k1.5 as the default engine for knowledge copilots, analytics explainers, and repo-aware code helpers, routing only the toughest problems to a heavier reasoning tier when extra deliberation is required.