RAG System Privacy Leakage Attack Framework

RAG System Privacy Leakage Attack Framework

Click Follow us by clicking the blue text above The RAG system poses privacy leakage risks, and researchers from the University of Perugia, the University of Siena, and the University of Pisa have proposed a correlation-based attack framework that utilizes open-source language models and sentence encoders to adaptively explore hidden knowledge bases, efficiently extracting private … Read more

RAG System: A Revolution in Real-Time Information Retrieval Driven by Large Models

RAG System: A Revolution in Real-Time Information Retrieval Driven by Large Models

Abstract The RAG system is gradually revolutionizing our understanding of AI-driven information processing. To fully leverage its potential, understanding its fundamental principles is crucial. This article aims to succinctly analyze the RAG system, hoping to provide insights and resonance for readers. What is the RAG System? In short, the RAG system integrates large language models … Read more

Latest Overview of RAG: 15 Classic RAG Frameworks (Part 1)

Latest Overview of RAG: 15 Classic RAG Frameworks (Part 1)

Source: Deep Learning and Large Models LLM This article is approximately 3500 words long and is recommended for a 9-minute read. This article delves into the development of Retrieval-Augmented Generation (RAG), from basic concepts to the latest technologies. All subfields of LLM + ACL25/ICML25/NAACL25 submission groups -> Enter from here for all subfields and submission … Read more

Solving RAG’s Challenges: From Demo to Production

Solving RAG's Challenges: From Demo to Production

Introduction Many product managers and engineers familiar with RAG often complain, “It only takes a week to produce a demo with RAG, but it takes at least six months to reach a production-level standard!” This is a realistic issue for the current industrial implementation of RAG. The RAG framework is very simple and understandable, and … Read more

Detailed Explanation of RAG 2.0 Architecture

Detailed Explanation of RAG 2.0 Architecture

Detailed Explanation of RAG 2.0 Architecture The so-called RAG, short for Retrieval-Augmented Generation, combines retrieval and generation technologies to enhance the effectiveness of text generation tasks. Its working principle combines the advantages of retrieval models and generation models to address some challenges and issues in text generation. RAG 2.0, on the other hand, is an … Read more

Advanced Guide to Cursor: Master It in 7 Days

Advanced Guide to Cursor: Master It in 7 Days

▼Click the card below to follow me ▲Click the card above to follow me Advanced Guide to Cursor: Master It in 7 Days As an experienced programmer, I understand the importance of programming tools for development efficiency. Cursor is undoubtedly the most impressive AI programming tool I have encountered in recent years. It is not … Read more

Beginner’s Guide to Using Cursor: An AI Programming Assistant

Beginner's Guide to Using Cursor: An AI Programming Assistant

Beginner’s Guide to Using Cursor: An AI Programming Assistant Concubine: Your Majesty, I have been learning programming recently, and it feels so difficult! I always take a long time to name variables, and writing functions is even more challenging! Is there some magical tool that can help me? Emperor: Don’t worry, my dear! I will … Read more

Practical Programming with Cursor: Smart Instrument Recommendations

Practical Programming with Cursor: Smart Instrument Recommendations

Want to learn an instrument but don’t know where to start? Don’t worry, Cursor AI is here to help! Today, let’s take a look at how to use Cursor, this super assistant, to easily get teaching suggestions for new types of instruments, ensuring you learn happily and efficiently! First, let’s talk about the big role … Read more

Master Cursor Debugging Skills: Reduce Bug Fix Time by 60%

Master Cursor Debugging Skills: Reduce Bug Fix Time by 60%

Master Cursor Debugging Skills: Reduce Bug Fix Time by 60% Introduction: As an experienced front-end engineer, I know that debugging code is one of the most time-consuming aspects of daily development. Especially when dealing with complex React applications, it often requires switching back and forth between VSCode, Chrome DevTools, and the terminal, making it inefficient … Read more

Cursor Beginner’s Guide: A Detailed Tutorial for Newbies

Cursor Beginner's Guide: A Detailed Tutorial for Newbies

Cursor Beginner’s Guide: A Programming Journey with the Emperor and His Consort Consort: Your Majesty~ I have been learning programming recently, and it feels so difficult! I can’t even figure out variable naming, let alone writing functions… 😭 Emperor: Don’t worry, Consort! I recently discovered a magical tool called Cursor, which is like a little … Read more