This edition of Baiyang Compilation Station presents an article by Yi Zhang published on Medium titled “Choosing the Right AI Agent Framework: LangGraph vs CrewAI vs OpenAI Swarm” (Choosing the Right AI Agent Framework: LangGraph vs CrewAI vs OpenAI Swarm). Autonomous agents powered by large language models (LLMs) have experienced ups and downs. From the … Read more
Author: Chen Dihao — Senior Engineer at SF Technology AI Platform Responsible for AI and large model infrastructure functions at SF Group, previously served as platform architect at Fourth Paradigm and PMC for OpenMLDB project, and has been an architect for Xiaomi’s cloud deep learning platform and head of storage and container team at USTC. … Read more
With the rapid development of artificial intelligence technology, multi-agent systems have gradually become a new favorite for research and application. OpenAI’s Swarm tool undoubtedly injects strong momentum into this field. Today, I will share my insights on using Swarm to develop multi-agent applications, helping you easily master this revolutionary tool. 1. Introduction to OpenAI Swarm … Read more
How to manage personal knowledge in the AI era? Quivr gives us a glimpse. Today, we introduce an open-source software for personal knowledge management using AI: Quivr. GitHub link: https://github.com/QuivrHQ/quivr Its cloud-deployed product: https://quivr.app/ Product Slogan 🚀 The official slogan of Quivr is “Your GenAI Second Brain,” emphasizing that this project provides users with a … Read more
Today, Microsoft released the Phi3 model, which achieves results comparable to Mixtral-8x7B with a compact size of 3.8B, causing quite a stir in the community. Teacher Fuyao exclaimed, “Cannot compare to Li Jie!” A while ago, I tried to finetune the Phi2 model, and to be honest, the results were not very ideal. The default … Read more
Previously, I have written many articles introducing RAG implemented based on Azure OpenAI. This article introduces the implementation of RAG through Phi-2 and LlamaIndex. LlamaIndex is an open-source framework that effectively builds LLM applications when used in conjunction with Hugging Face Transformers, providing convenient methods for setting up databases and retrievers. The community activity of … Read more
As the new year 2025 begins, this year will be the year of “Agentic Systems“, and “2025 will see the emergence of true Agents“. Time waits for no one, please receive your overview of the AI Agents technology stack. Understanding the AI Agents Ecosystem Although we have seen numerous classification diagrams regarding the Agent stack … Read more
Letta is a company focused on AI agents, providing open-source tools and cloud services to help developers build, deploy, and manage AI agents with memory and tool-calling capabilities. Original text: https://www.letta.com/blog/ai-agents-stack (Translated by ChatGPT) Understanding the Ecosystem of AI Agents While there are many maps of agent technology stacks and markets available, we often disagree … Read more
Followinglast week’sthoughts on Type 1 and Type 2 tasks, I reflected on my Type 1 tasks (tasks that can be done better than AI). As a data engineer, what can be done at this stage is to apply AI to various aspects of data development, including: data integration, SQL generation, data quality checks, Gen BI … Read more
Basic Structure of Agents The following code snippet demonstrates the simplest AI Agent. The AI Agent solves problems using language models. The definition of an AI Agent may include large or small language models, memory, storage, external knowledge sources, vector databases, instructions, descriptions, names, etc. For example, modern AI Agents like Windsurf can help anyone … Read more