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未来的 Agent 会把 LLM（神经模型）和符号推理、规则引擎、状态机结合，形成"hybrid neuro-symbolic"架构。这样可以缓解纯 LLM 的"上下文污染""长周期计划失败"等问题，让中心 Agent 更像"有逻辑骨架 + 直觉模块 ...