Use Qwen-Agent to build tool-using LLM agents with planning, memory, and multi-turn function calling. It supports code execution, document reading, web browsing, and RAG workflows. Outperforms native long-context models on 1M-token QA tasks. Ships with ready demos: browser agent, code interpreter, and MCP-based memory. Runs locally or with DashScope.