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
Author:Lekha Priya Editor & Layout: Alex Recent overseas headlines say it all – the autonomous Agentic is coming in 2025! Bloomberg, October 21, 2024 reported Link: Breaking! Microsoft releases 10 AI agents powered by o1 reasoning capabilities Microsoft launches AI agents, deepening competition with Salesforce; the software manufacturer based in Redmond, Washington, announced on Monday … Read more