The Future is Here, A Deep Dive into Autonomous Agent.pdf

1、The Future is Here,The Future is Here,A Deep Dive into Autonomous AgentA Deep Dive into Autonomous Agent演讲人：宋恺涛微软亚洲研究院 高级研究员CONTENTS目 录01AI智能体的崛起02如何构建智能体03如何评估智能体04总结AI智能体的崛起The Rise of Autonomous AgentWhat is Autonomous Agent?What is Autonomous Agent?Target Target Autonomously accomplish any compl

2、ex user instructions from real-world scenarios.DefinitionDefinition A system can work as human to fulfill user targets.It can perform different actions like human behaviors to solve complex tasks.Besides,it can also simulate social behaviors like human to sense,interact and give feedback in the real

3、-world environment.An autonomous agent is a system situated within and a part of an environment that senses that environment and acts on it,over time,in pursuit of its own agenda and so as to effect what it senses in the future.-Franklin and GraesserWhy Autonomous Agent Rises?Why Autonomous Agent Ri

4、ses?The rise of LLMsIs it possible to extend the capability of LLMs to the real-world scenario?The emergent ability in LLMs allow them to complete any generative tasks in language.Agent,empowered by LLMIf LLMs are really powerful at language capability,they should utilize language like human to addr

5、ess other tasks.The Rise of LLMsThe Rise of LLMsTimelineTimelineThe Wave of Autonomous Agent Generative Agent SuperAGI ChatDev MetaGPT 2023.8ChatGPT-LLMThe revolutionary technology of large language model.2022-ChatGPTThe Rise of Agent and LLM HuggingGPT AutoGPT Visual ChatGPT AgentGPT BabyAGI LLAMA

6、2023.3GPT,BERT,GPT-2,The Fashion of pre-trained model.2018From LLMs to AgentsFrom LLMs to AgentsRoadmapRoadmapLLMLLMM-LLMM-LLMAgentAgentMulti-AgentMulti-AgentLanguageLanguageMulti-ModalMulti-ModalReal-worldReal-worldReal-worldReal-world(Society)TaskTaskFrom this roadmap,we observe that Agent is buil