AI基础设施联盟AI代理大语言模型和智能应用指南深度探索下一代新兴AI堆栈提示工程开源与闭源模型等领域2023英文版54页

Agents, Large Language Models, and Smart AppsAI Infrastructure ReportTable of contentsAgents, Large Language Models, and the New Wave of Smart Apps03The New Stack for Intelligent Apps08Vector Databases35Advanced Design of AI-Driven Apps48The Future and Where It All Ends Up52Building AI-Driven Apps13The Fine Art of Prompt Engineering14Agent Frameworks28LangChain29The LLMs Themselves41Open Source Models43Challenges with Running Open Source Models in Production44LlamaIndex30Haystack31Semantic Kernel32The Future of Frameworks34From Prompting to Tuning213Agents, Large Language Models, and Smart AppsAgents, Large Language Models, and the New Wave of Smart AppsWhen you hear the word agent, you might think of 007 or Jason Bourne. They can fight crime with one hand and down a Martini with the other, and always look stylish doing it.  But since the release of ChatGPT, we've seen an explosion of a new kind of agent. AI agents are intelligent programs that can interact autonomously or semi-autono