AI创想
标题:
智能体(Agent)技术全解析:从理论到实践
[打印本页]
作者:
admin
时间:
2025-9-7 23:23
标题:
智能体(Agent)技术全解析:从理论到实践
核心对话管理代码
:
classDialogManager:def__init__(self):
self.state = DialogState()
self.policy = HierarchicalPolicy(
top_level=GoalSelector(),
mid_level=PlanGenerator(),
low_level=TurnHandler())defprocess_input(self, user_input):# 多模态输入处理
utterance = self.nlp.parse(user_input.text)
sentiment = self.sentiment_analyzer.analyze(user_input.voice_tone)# 更新对话状态
self.state.update(
last_utterance=utterance,
user_sentiment=sentiment,
dialog_history=self.history[-3:])# 分层策略执行
action = self.policy.select_action(self.state)return self._execute_action(action)def_execute_action(self, action):# 动作映射到具体响应if action.type=='clarify':return ClarificationQuestion(...)elif action.type=='transfer':return TransferToHumanAgent(...)elif action.type=='resolve':return ProvideSolution(...)
复制代码
配套资源
完整代码仓库
:
https://github.com/agent-tech/complete-agent-system
包含:
- 强化学习训练框架
- 多智能体仿真环境
- 工业部署方案
- 性能监控工具集
复制代码
扩展阅读清单
:
《Multiagent Systems: Algorithmic, Game-Theoretic, and Logical Foundations》《An Introduction to MultiAgent Systems》FIPA规范文档
欢迎光临 AI创想 (http://llms-ai.com/)
Powered by Discuz! X3.4