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
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
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
About Agentic Security Agentic Security is a fuzz testing and security detection tool designed for LLM models, which can help researchers perform comprehensive security analysis and testing on any LLM. Please note that Agentic Security is designed as a security scanning tool, not a foolproof solution. It cannot guarantee complete protection against all potential threats. … 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
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
Hello everyone, I am Xuan Jie. Before we dive into the main content, let me promote myself a bit. The New Year is approaching, to give back to the support from my fans the “3-Day AI Agent Project Practical Live Training Camp” originally priced at 199 yuan, is now directly reduced to 19 yuan, and … Read more
User Experience Recently, I had the opportunity to experience Devin, and I was quite impressed. Although I had previously used Cursor and Windsurf, which utilize the same model, theoretically capable of accomplishing similar tasks and intelligence, the experience with Devin feels different, giving a sense that AGI has already been achieved. The core difference between … Read more
Hello everyone! This is a channel focused on AI agents~ The AI programmer Devin, priced at $500/M, has gained popularity in the domestic internet circle in just a few days. However, feedback from users who have tried it has generally been positive, but the $500 price tag is likely mainly for enterprise use. One interesting … Read more
Machine Heart Reports Machine Heart Editorial Team After working with Devin for a month, these researchers provided some less than optimistic feedback. In the field of AI programming, you may have heard of Devin, a product released by the startup Cognition. Devin acts like a super-intelligent assistant, helping engineers complete their work faster and better. … Read more