Click 01 Muggle Society Follow the official account, and you won’t get lost in AI learning LangGraph is an important feature recently released by LangChain, marking its move towards a multi-agent framework. LangGraph is built on top of LangChain, helping developers easily create powerful agent runtimes. LangChain and its expression language (LCEL) provide technical support … Read more
● Understand what LangGraph is. ● Explore the basics of LangGraph for building stateful agents. ● Explore TogetherAI to access open-access models like DeepSeekCoder. ● Build an AI coding agent using LangGraph to write unit tests. This article is published as part of the Data Science Blog Marathon. What is LangGraph? LangGraph is an extension … Read more
▼Recently, there have been many live broadcasts,make an appointment to ensure you gain something —1— The Two Core Concepts of LangChain 1、Process-Oriented Architecture Design of Chains：Programs written based on large models that follow predefined steps and rules, which cannot be flexibly adjusted, used for executing tasks like: automatic SQL writing or multi-turn dialogue, etc. 2、Goal-Oriented … Read more
In today’s rapidly evolving technological landscape, artificial intelligence (AI) agents have become key tools for optimizing workflows, improving efficiency, and reducing labor costs. Recently, Google released a white paper on AI Agents, and industry insiders have even directly defined 2025 as the era of Agents. Recently, I tried Crew.ai, an advanced AI agent platform that … 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
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
In the field of artificial intelligence, knowledge base systems are one of the core components for building intelligent agents. CrewAI’s memory system provides a comprehensive and flexible knowledge management solution by combining RAG (Retrieval-Augmented Generation) technology with traditional database storage. This article will take you step-by-step through configuring the knowledge base using Crew.ai, … Read more
What is crewAI? It is an open-source framework that orchestrates role-playing AI agents, facilitating collaboration to seamlessly connect these AI agents to tackle complex problems. Does that sound a bit stiff and hard to understand? Let me give you an example: “I want to output a technical article about AI.” How do we do this … Read more
Recently, I shared Dr. Andrew Ng’s series of Prompt courses. If this is your first time watching Dr. Ng’s original videos, you might find them somewhat content-light and a bit dry, and perhaps you would prefer to watch summaries from popular content creators on good Prompt writing techniques. However, that’s not the case; when you … Read more
1. Overview of AI Agent Frameworks In the rapidly evolving field of artificial intelligence, choosing the right framework is a key decision that every data scientist and developer must make. The AI agent ecosystem is evolving quickly, offering increasingly complex solutions to automate and optimize intricate processes. The intelligent agent revolution has introduced several frameworks, … Read more