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In a rapidly evolving landscape in the field of natural language processing (NLP) and AI systems, two methodologies are gaining prominence: RAG (retrieval-augmented generation) and KAG (knowledge-augmented generation).

These two approaches enhance the capabilities of linguistic models by integrating external knowledge sources but differ in how they access and use knowledge.

We have compiled their most important points to consider to compare them and analyze their architectures, use cases, advantages, etc.

Artificial intelligence relies on two fundamental phases: training and inference. Although they work together, they serve very different purposes. Training teaches a model how to think, while inference is the moment the model actually uses what it has learned.

A step-by-step guide to setting up Model Context Protocol (MCP) servers for Claude Desktop on Windows.

Marketing teams have long relied on multimedia content to promote their products, whether that’s an engaging video for a product launch campaign, a podcast exploring customer stories, or background music for TikTok and Instagram Reels.

I have successfully managed to run Mailcow January Update 2022 in an unprivileged LXC container with Proxmox. However, you may need to modify some configurations, such as the maximum number of processes for dovecot docker.

Introduction

The Docker platform allows developers to package and run applications as containers. A container is an isolated process that runs on a shared operating system, offering a lighter weight alternative to virtual machines. Though containers are not new, they offer a number of benefits — including process isolation and environment standardization — that are growing in importance as more developers use distributed application architectures.

The event loop is what allows javascript to handle thousands and thousands of requests with just a single thread. This architecture allows Javascript and/or Node.js engines to offload operations to the system kernel.

The generic explanation given above is all good but how does it actually work? We are going to talk about this later in this article but first, we need to understand how javascript works and where the need for the event loop comes in.

Introduction

Node.js is a JavaScript runtime for server-side programming. It allows developers to create scalable backend functionality using JavaScript, a language many are already familiar with from browser-based web development.

In this guide, we will show you three different ways of getting Node.js installed on an Ubuntu 22.04 server:

You can make a business survive without digital marketing. However, it will never grow to its full potential without the reach and reliability that digital marketing methods can provide. That’s why it’s so important to create a functional, beautiful website as a small business.

Part of this process is choosing the right hosting platform. With so many options on the market claiming to be the best, it can be hard to make that decision.