hey all, at my company we are growing extremely fast and I can hardly keep up with the new tools! I need some help how to set up *correctly* a RAG system. For this I need some suggestions, do avoid mistakes. Also I would be happy if someone could answer for some questions: What is the best use for an AI Agent to read and analyze a big databank, can I connect table format to vector databank? Can this vector db even be extended with new data on a daily basis (automatically via n8n)?

n8n just released a brand-new feature: native data tables. This makes it possible to store and manage data directly inside your n8n environment without needing an external database or constant API calls. In this video, I walk you through how these tables work, how to set them up, and how you can connect them to your workflows or AI agents in just a few clicks. I also cover the pros and cons, and when you might still want to use a traditional database instead. If you’re building quick proof of concepts, demos, or just want a simple way to manage data without latency or rate limit issues, this feature is a game-changer. The google sheets templates: Contacts Sales Test

In this video I show a new, faster way to build RAG agents in n8n using the Pinecone Assistant to handle the heavy lifting, no preprocessing pipeline, no manual chunking, no custom embedding flow. You simply drop your documents in and Pinecone takes care of ingestion, splitting, and indexing on the back end. Then we wire it up in n8n to get accurate answers with trustworthy, page-level citations and exact text quotes pulled straight from your knowledge base. If you’re a beginner, this is the easiest path I’ve found to stand up a production-ready RAG agent; if you’re more advanced, it’s a huge time-saver for rapid prototyping. Follow along step-by-step as I connect n8n to Pinecone Assistant, load docs, test grounded responses, and return clean sources you can show to clients or stakeholders, all with a simple, no-code build that you can replicate in minutes.

Hey all. Just wondering what others use to build front ends for n8n workflows ? As an example, I have workflow that requires images to be uploaded but would love a simple way to build this front end (via prompts). Eventually, I would like to publish as a mobile app. Even the ability to build a front end website at the sametime. I have tested loveable how ever would love to understand any other alternatives. Thanks in advance.

THIS IS WHAT I HAVE WRITEN IN THE AI AGENT PLEASE HELP ME SOLVE THE PROBLEM