Retrieval-Augmented Generation (RAG) systems have become one of the most effective architectures for building intelligent, context-aware AI applications. Whether you’re developing a chatbot that answers questions based on documentation or an AI assistant that searches through proprietary files, one of the most critical components in your RAG pipeline is vector embeddings. This article will explain […]
n8n RAG Text Splitters
Retrieval-Augmented Generation (RAG) is one of the most powerful techniques for building intelligent, context-aware AI applications. One of the earliest and most crucial steps in a RAG pipeline is chunking, i.e splitting large documents into smaller, digestible pieces so they can be efficiently processed, embedded, and stored in a vector database. This article explains how […]
n8n Binary Data
Working with binary data in n8n has always been a bit tricky for many users. Whether you’re handling file uploads, extracting data from documents, or converting between formats, the process used to feel cumbersome and confusing. Fortunately, n8n recently released a major update that makes working with binary data easier, more flexible, and much more […]
How to use Monday.com in n8n
Monday.com is one of the most popular task and project management platforms available today, widely used by teams to manage workflows, track progress, and collaborate efficiently. n8n is a powerful workflow automation tool that allows you to connect different services, APIs, and apps, helping you automate repetitive tasks and integrate data between platforms. In this […]
What is sbert
Welcome! This article is the first in a new series that will look at Retrieval-Augmented Generation (RAG), which is one of the best ways to combine external information with large language models (LLMs). we’ll dive into the foundation of RAG pipelines: the embedding model. Specifically, we’ll explore SBERT (Sentence-BERT) What Is RAG? A Quick Overview […]
n8n remove duplicates node
Duplicate data can break automations, inflate analytics, or cause repeated actions like sending mail the same mail multiple times. The n8n Remove node is a strong tool that can help you automatically identify and remove repeated items, both within a single execution and across multiple executions over time. Before we start, if you are looking […]
n8n summarize node
A lot of the time, when we work with workflows in n8n, we need to examine or condense data to make it more useful. The Summarize Node is made for this purpose and lets you group things together in a way that is similar to how pivot tables work in Excel. Before we start, if […]
n8n rss feed node
If you want to pull stories, trigger automations from publications, or turn feeds into newsletters, Slack posts, WordPress drafts or AI summaries — n8n’s RSS nodes are a compact, powerful way to do it. This article explains what the RSS nodes do, how they differ, detailed setup options, scheduling modes, common workflows, troubleshooting, and best […]
n8n sort node
Sorting data is a fundamental step in automation workflows. Whether you’re arranging API responses, reordering spreadsheet rows, or creating randomized selections, the Sort node in n8n gives you multiple ways to organize your items. In this article, we’ll explore how the Sort node works, its different modes, and when to use each. Before we start, […]
n8n convert to file node
The Convert to File node is one of the most useful tools in n8n that doesn’t get enough attention. This node is amazing if you’ve ever wanted to make structured files like spreadsheets, JSON documents, or text files right in your processes, without using Google Docs or other apps. I’m going to explain what the […]