AI knowledge Page 6

  Introduction The Sentence Window-based Retrieval-Augmented Generation (RAG) method is a high-level implementation of the RAG framework that aims to enhance the context-awareness and coherence of AI-generated responses. The method combines the power of large language modeling with efficient information ...

Introduction The Automated Merge Retriever is a high-level implementation of the Enhanced Retrieval Generation (RAG) framework. It aims to enhance the context-awareness and coherence of AI-generated responses by merging potentially fragmented and smaller contexts into larger and more comprehensive ones. https://github.com/adith...

In 2022 OpenAI released ChatGPT, which became the world's fastest APP to break through the hundreds of millions of users, and at that time people thought that we were closer to true artificial intelligence. But people soon realized that ChatGPT could talk and chat, and even write poems and articles, but it still wasn't quite as good at simple logic...

TOML is a clean and simple configuration file format 📄 designed to be more human readable and writable ✨. ✅ Easier to write: Configurations are represented as key-value pairs without complex indentation and syntax rules, reducing the error rate. ✅ Clearer: Support grouping and nesting structure, clear hierarchy, configuration logic at a glance...

Introduction The Query Transformations User Manual demonstrates a variety of techniques for transforming and disambiguating user queries before they are executed in a Retrieval-Augmented Generation (RAG) query engine, intelligences, or other processes. These transformations can improve the quality and relevance of responses in AI applications. https://github.com/adithya-s-k/AI-...

Since yesterday's release of Anthropic's open-source Model Context Protocol: Model Context Protocol (MCP), which according to Anthropic, Block, and Apollo has been integrated into their systems, Replit, Codeium, and Sourcegraph...

It's like being a smart kid who doesn't understand coding best practices. You need to tell the AI exactly what you want: is it a web application? What functionality is needed? What is the structure? And so on. Here's how to make AI your full-stack developer: Context is critical! You need to...

Introduction Thomas joined Vespa in April 2024 as a Senior Software Engineer. In one of his last previous assignments as an AI consultant, he actually built a RAG application based on Vespa's massive PDF collections. PDFs are ubiquitous in the corporate world, and searching and retrieving from them...

Introduction Self-Query RAG (SQRAG) is an advanced Retrieval Augmented Generation (RAG) approach that enhances the traditional RAG process by introducing metadata extraction in the ingestion phase and intelligent query parsing in the retrieval phase. https://github.com/adithya-s-k/AI-Engi...

What is Windsurf? Windsurf is an AI-powered coding assistant that offers a range of features to streamline the coding process for developers. Similar to GitHub Copilot, it utilizes machine learning models to understand code context and provide intelligent code completion. However, Windsurf features...