AI Agent(从 Chatbot 到生产级 Agent)

AI Agent(从 Chatbot 到生产级 Agent) AI Agent是LLM应用的高级形态,能够自主规划、执行任务并与环境交互。 经典论文: Yao, S., et al. (2022). “ReAct: Synergizing Reasoning and Acting in Language Models.” ICLR. [论文链接] - ReAct框架,Agent核心范式 Wei, J., et al. (2022). “Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.” NeurIPS. [论文链接] Wang, G., et al. (2024). “A Survey on Large Language Model based Autonomous Agents.” arXiv. [论文链接] - Agent综述 一、整体演进路径 Chatbot → Tool Use → Agent → Production Agent(工业级) 演进说明: Chatbot: 仅能对话,无法执行外部操作 Tool Use: 能调用单一工具 Agent: 能自主规划并执行多步骤任务 Production Agent: 工业级,具备错误处理、权限控制、监控等能力 二、核心概念拆解 1️⃣ Chatbot LLM + Prompt ...

March 14, 2026 · Xiao Xiangtao