How to build an effective operating AI Agent system? And how to identify potential issues during development that could lead to significant trouble after deployment? To answer these questions, you need to break the Agent system down into three parts: tools, reasoning, and action. Each layer has its own challenges. An error in one layer … Read more
Agentic AI, a new type of artificial intelligence with autonomy, is revolutionizing various industries. It can not only execute preset tasks but also think and make decisions proactively like a human, significantly enhancing work efficiency and decision-making quality. Experts say that artificial intelligence agents【(Artificial Intelligence Agent), also known as agents, are software or hardware entities … Read more
Hello everyone! Welcome to a channel focused on AI agents~ Today, I’m sharing a 35-page latest overview of Agentic RAG! There are a lot of pictures, which I believe many of you will enjoy. 1. Why Do We Need Agentic RAG? Although traditional LLMs are powerful, they are limited by static training data and often … Read more
This article mainly introduces the seven most common RAG architectures and the latest Agentic RAG. Most Popular RAG Architectures Naive RAG: The most basic architecture, which includes a simple document retrieval, processing, and response generation process. Retrieve-and-rerank: Adds a reranking step on top of the basic RAG, which can optimize the relevance of retrieval results. … Read more
In 2023, Retrieval-Augmented Generation (RAG) technology dominated the landscape, and in 2024, agentic workflows are driving significant advancements. The use of AI agents opens up new possibilities for building more powerful, robust, and versatile applications powered by large language models (LLMs). One potential use case is to enhance AI agents within the agentic RAG process. … Read more
What Is Agentic AI Agentic AI is an artificial intelligence system that can make autonomous decisions and take actions to achieve specific goals. These systems can not only generate content but also interact with their surroundings, respond to changes, and complete tasks with minimal human guidance.The definition of Agentic AI emphasizes its autonomy and goal-oriented … Read more
Anthropic recently published a blog post stating: “2025 will be the year of Agentic systems.” 1. What Are Agentic Systems? “Agentic systems” refer to artificial intelligence systems that possess autonomous decision-making and action capabilities. These systems can adapt to complex environments and pursue intricate goals with limited human supervision. Although the concepts of autonomy and … Read more
Agentic Mesh: The Next Direction in Agent Systems Evolution * Core Concept Definitions1. Agentic: The ability to make independent decisions to achieve goals.2. Agentic AI: Using complex reasoning and iterative planning to autonomously solve multi-step complex problems.3. Autonomous Agents: Tasks completed using Agentic AI.4. Agentic Mesh: An interconnected ecosystem that allows autonomous agents to discover, … Read more
Here is a detailed 5000-word summary of the article “Agentic AI vs Generative AI: Everything You Need to Know”. Introduction The article begins with a quote from Alphabet CEO Sundar Pichai, emphasizing the importance of Artificial Intelligence (AI) and presenting a significant discussion in the current AI field: Agentic AI vs Generative AI. These two … Read more
What is agentic AI? Agentic AI generally refers to AI systems that possess the capacity to make autonomous decisions and take actions to achieve specific goals with limited or no direct human intervention. Key aspects of agentic AI Autonomy: Agentic AI systems can operate independently, making decisions based on their programming, learning, and environmental inputs. … Read more