20230825_东方证券_计算机行业深度报告:AI Agent基于大模型的自主智能体在探索AGI的道路上前进_26页.pdf
|AI Agent AI Agent AI Agent prompt prompt AI Agent RPA RPA AI Agent AI Agent AI Agent AGI AI Agent Agent AGI AI Agent AI Agent Agent=LLM+LLM Agent AI Agent 2023 3 AI Agent BabyAGI AutoGPT Agent AI Agent Voyager Agent HyperWrite AI Pi Agent AI Agent Agent+AI Agent AGI Agent Agent+AI to C to B 2B AI Agents Agent Agent Agent AI Agent Agent Agent LLM Agent AI Agent AGI 2.ZXAZyRtOmPmNsMpMqNpQpO6MbP6MnPrRoMmPlOnNzRkPsQvN6MpOqQNZrNqRMYtRmN AI Agent AGI 3.AI Agent AGI 4.AI Agent AGI 5 AI Agent AGI 1.1 AI Agent AI Agent AI Agent AI Agent APP Agent Minsky 1986 Minsky Agent Agent Agent AI Agents 1 Hyperwrite AI Agent Hyperwrite AI Agent AI Agent RPA ChatGPT AI Copilot Microsoft 365 Copilot GitHub Copilot Adobe Firefly AI AI Agent prompt prompt ChatGPT Copilot AI Agent prompt Copilot Agent RPA RPA RPA AI Agent 2 AI Agent AI Agent AGI 6 Zapier 1.2 Agent AGI AI Agent 2014 DeepMind AlphaGo AI Agent 2017 OpenAI Dota2 OpenAI Five 2019 DeepMind 2 AlphaStar AI AI Agent AI Agent 3 AlphaGo 4 OpenAI Five Dota 2 HardwareZone OpenAI AI Agent AI Agent AI Agent AI Agent AGI 7 AI Agent AI Agent 5 6 Wei,et al.Emergent Abilities of Large Language Models AGI AI Agent AGI AGI AI Agent Agent AGI OpenAI Andrej Karpathy OpenAI AI Agents AI Agent AI Meta Meta AI Agents 7 AI Agent AGI AI Agent L4 AI ChatGPT L2 AI AI Copilot L3 AI AI prompt Agent L4 Agent AI Agent AGI 8 L4 AI Agents AI Agents 1 AI AI L1 Tool AI L2 Chatbot AI AI ChatGPT Chatbot L3 Copilot AI AI prompt GitHub Copilot Midjourney Jasper L4 Agent AI AI AutoGPT L5 Species AI AI Agent AI Agent 6 OpenAI Lilian Weng AI Agent Agent=LLM+LLM Agent 8 LLM Lilian Weng LLM Powered Autonomous Agents AI Agent AGI 9 2.1+Agent LLM Agent LLM LLM LLM LLM LLM prompt LLM prompt LLM Large language models are zero-shot reasoners LLM L GSM8K 10.4%40.7%Agent prompt 9 prompt Kojima,et al.Large language models are zero-shot reasoners Agent LLM AI Agent Chain of Thoughts CoT 10 AI Agent Noah,et al.Reflexion:Language Agents with Verbal Reinforcement Learning AI Agent AGI 10 Agents AI Agent Agents 2.2 AI AI Agent Agent Agent Agent PDF 11 Lilian Weng LLM Powered Autonomous Agents 2 AI Agent prompt Agent AI Agent AGI 11 AI Embedding Agent 2 4 Embedding Embedding Embedding Embedding 12 13 ShowMeAI 2.3 AI Agent ChatGPT 2021 OpenAI ChatGPT AI Agent Agent LLM OpenAI 6 GPT-4 GPT-3.5 JSON GPT API AI 14 GPT AI Agent AGI 12 OpenAI HuggingGPT HuggingGPT HuggingFace ChatGPT AI Agent 2023 4 HuggingGPT AI HuggingGPT HuggingFace GPT 24 1)ChatGPT 2)Hugging Face AI 3)2 ChatGPT 4)ChatGPT 15 HuggingGPT Shen,et al.HuggingGPT:Solving AI Tasks with ChatGPT and its Friends in Hugging Face AI Agent AGI 13 AI Agent AI Agent 2023 3 AI Agent BabyAGI AutoGPT Agent AI Agent 16 AI Agents 3.1 AutoGPT AI Agent AutoGPT AI Agent 2023 3 Significant Ggravitas GitHub AutoGPT GPT-4 AI AutoGPT GPT-4 AutoGPT AI AI Agent GitHub 4 2023 8 15 AutoGPT GitHub 14.7 star 17 AutoGPT GitHub 18 AutoGPT GitHub GitHub AI Agent AGI 14 AutoGPT GPT-4 AutoGPT Agent AutoGPT debug AutoGPT AgentGPT API AI Agent 19 AutoGPT 20 AgentGPT Twitter AgentGPT AutoGPT bug Auto-GPT GPT-3.5 GPT-4 API GPT-4 token GPT-3.5 15 20 step step 4K tokens GPT-4 prompt tokens 0.05 token prompt 1=7 20*4*0.05*7=28 step GPT-4 GPT-3.5 step AutoGPT GPT-4 step prompt 21 GPT-4 GPT-3.5 API 22 AutoGPT OpenAI AutoGPT 3.2 2023 4 Generative Agents:Interactive Simulacra of Human Behavior Generative Agents 25 AI Agent AI Agent AGI 15 Agent AI Agent Agent Agent 23 Park,et al.Generative Agents:Interactive Simulacra of Human Behavior AI Agents Agents Memory Stream Agent Agent prompt Agent 24 Agents 25 Park,et al.Generative Agents:Interactive Simulacra of Human Behavior Park,et al.Generative Agents:Interactive Simulacra of Human Behavior AI Agent AGI 16 Voyager 2023 5 Voyager Voyager Agent Agent GPT-4 Voyager 3.3 2.3 15.3 26 Voyager 27 Voyager NVIDIA NVIDIA Voyager prompt Voyager AI Agent GPT-4 Agent Voyager Voyager prompt GPT-4 prompt prompt 28 Voyager NVIDIA AI Agent AGI 17 Voyager Agent Voyager Agent Voyager Agent Voyager Voyager Agent 2.3 Voyager Voyager GPT-4 Voyager AI Agent AGI 29 Voyager 30 Voyager Agent NVIDIA NVIDIA 3.3 HyperWrite AI Agent HyperWrite AI Agent 2023 8 3 HyperWrite AI Agent Personal Assistant HyperWrite AI Cohere Aidan Gomez AI Agent AI 31 HyperWrite AI Personal Assistant HyperWrite AI Agent AGI 18 Personal Assistant Personal Assistant New Bing AI Agent 2 32 HyperWrite Personal Assistant 33 HyperWrite Personal Assistant HyperWrite HyperWrite AI HyperWrite Personal Assistant 0.01 AI Agent AI 3.4 ModelScopeGPT ModelScopeGPT GPT Agent 2023 7 GPT GPT HuggingGPT GPT AI Agent 34 ModelScopeGPT 35 ModelScopeGPT AI Agent AGI 19 ModelScopeGPT MaaS ModelScopeGPT AI ModelScopeGPT 36 WAIC 3.5 Inflection AI AI Pi Inflection AI AI Pi Inflection AI 2022 40 OpenAI 2023 5 AI Pi ChatGPT Pi Pi Inflection Pi Pi Personal Intelligence AI Agent AGI 20 Pi Inflection-1 GPT-3.5 Inflection-1 Inflection AI Inflection-1 GPT-3.5 LLaMA GPT-3.5 Pi Agent Agent Pi AI Agent Pi AI Pi Pi emoji Pi Pi Pi AI Agent 39 Pi 40 Pi 36 36 3.6 AgentBench LLM Agent AI Agent AI AI LLM Agent 2023 8 AgentBench LLM Agent 8 8 8 SQL 41 AgentBench LLM Agent 42 LLM Agent AI Agent AGI 21 Liu,et al.AgentBench:Evaluating LLMs as Agents Liu,et al.AgentBench:Evaluating LLMs as Agents GPT-4 25 API Agent OpenAI GPT-4 GPT-3.5 LLaMA 2 Baichuan GPT-4 Anthropic Claude OpenAI GPT-3.5 Vicuna Dolly LLM NLP Agent LLM AI Agent Agent+AI 4.1 AI Agent AI Agent LLM Agent GPT-4 prompt AI Agent prompt AI Agent LLM AI Agent Agent Agent Agent AI Agent AI Agent demo AI Agent AI to C to B Agent NPC Agent bug release Agent AI 43 Agent 44 GitHub 100 AI Agent AGI 22 LeewayHertz GitHub 3 AI Agent AI Agent NPC eweek AGI Agent+Agent AGI Agent Feedback Agent LLM OpenAI Function Call GPT-4 Agents GPT-4 AI Agent AGI 23 AI Agent AGI Agent Agent+4.2 2B+Agent 2B AI Agents Agent Agent AI Agent Agent Agent Agent Agent AI 5-10 AI Agent Agent AI Agent Agent Agent Agent Agent LLM Agent Agent Agent Agent Agent 2B 45 Agent AI Agent AGI 24 AI Agent AI 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