Today is January 18, 2025, Saturday, Beijing, clear weather. Let’s continue discussing RAG. Recently, there has been some work on Agentic RAG, which integrates autonomous agents to overcome the limitations of traditional RAG systems that perform well in knowledge retrieval and generation but struggle with dynamic, multi-step reasoning tasks, adaptability, and complex workflow orchestration. So, … Read more
So far, we have discussed the architecture of Agent systems, how to organize the system into sub-Agents, and how to build a unified mechanism to standardize communication. Today, we will turn our attention to the tool layer and one of the most important aspects you need to consider in Agent system design: data retrieval. Data … Read more
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
Click the blue text above to follow us 1. What Exactly Is Agentic AI? 1. What Exactly Is Agentic AI? (1) Interpretation of Basic Concepts In today’s rapidly advancing technological wave, Agentic AI shines as a new star in the field of artificial intelligence. It is defined as an AI system with a high degree … 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
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
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
About Agentic Security Agentic Security is a fuzz testing and security detection tool specifically designed for LLM models. This tool helps researchers conduct comprehensive security analysis and testing on any LLM. Please note that Agentic Security is designed as a security scanning tool and is not a foolproof solution. It cannot guarantee complete defense against … Read more
Figure: Agentic RAG (Image from the author) 1. Introduction Given the way technology evolves, we have become accustomed to thinking about certain solution constructs from the perspective of specific tools and platforms. For example, Retrieval-Augmented Generation (RAG) is ubiquitous in today’s Gen AI world. Given its emergence in the Gen AI era, we mainly view … 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