—1— Top 5 Multi-Agent Frameworks In the era of AI large models, Multi-Agent technology is increasingly capturing the attention of major tech giants. With the launch of frameworks such as OpenAI’s Swarm and Microsoft’s Magentic-One, the development in this field has become more intricate. Choosing the most suitable Multi-Agent framework that meets the specific needs … Read more
A deep comparison of agent orchestration using three different frameworks to build the same Agentic Finance App. Image generated by ChatGPT. Prompt: Multi-agent collaborative systems. Contents We Will Cover What is an Agent? A deep dive into how we define agents and how they differ from AI pipelines and standalone LLMs. Practical Examples Using Three … Read more
Editor’s Note: The current development of AI technology is advancing rapidly, and multi-agent frameworks are emerging one after another. How to make the right choice among numerous frameworks such as AutoGen, LangGraph, CrewAI, etc. and find the one that truly suits your needs? The author of this article compares five major multi-agent AI frameworks and … Read more
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
Pros and Cons of Popular Multi-Agent Orchestration Frameworks The topic of multi-agent systems in generative AI is heating up, with every major tech giant releasing some related frameworks. But which multi-agent framework should you choose? There are just too many options!! With OpenAI releasing Swarm and Microsoft’s Magentic-One, this field has become very crowded. Therefore, … Read more
Recommended Reading: Top 5 Frameworks for Building Multi-Agents and Their Usage How to Build a Universal LLM Agent 1. AutoGen (Microsoft)1.1 Features1.2 Limitations2. CrewAI2.1 Features2.2 Limitations3. LangGraph (LangChain)3.1 Features3.2 Limitations4. OpenAI Swarm4.1 Features4.2 Limitations5. Magentic-One (Microsoft)5.1 Features5.2 Limitations6. Framework Selection Recommendations This article provides a summary of the features and limitations of different Multi-Agent frameworks … Read more
The topic of multi-AI agents in generative artificial intelligence is gaining momentum, with major tech giants releasing various frameworks around it. But which multi-AI agent framework should one choose? With OpenAI releasing Swarm and Microsoft’s Magentic-One, this field has become quite confusing. Therefore, to clear up any doubts, I will attempt to explain the main … Read more
Types of Memory in CrewAI In CrewAI, the memory system enhances the capabilities of AI agents by enabling them to remember, reason, and learn from past interactions. Previous Chapter: The system consists of several key components: • Short-Term Memory: This component temporarily stores recent interactions and outcomes, allowing the agent to recall relevant information during … Read more
2025: The Year of AI Agents – Building Multi-Agent Systems with CrewAi and Gemini 1.5 As many experts predict, 2025 is gradually becoming the year of agent-based artificial intelligence. This emerging field is poised to redefine the way we interact with technology by introducing highly autonomous systems that can make decisions and execute complex tasks … Read more
I came across a post by He Ge titled “The Era of Large Models Has Arrived! AI Agent Enters the 2.0 Era..” In the article, Kimi’s capabilities in intelligence mining were mentioned. Recently, I tested the crewAI multi-agent system to complete an SY report for a specific ID. At that time, I only completed part … Read more