Posts in Category: N8N

CAG vs. RAG in N8N: Choosing the Right Retrieval Technique for Your AI Workflows

Large Language Model (LLM) context windows have exploded recently, paving the way for techniques like Cache-Augmented Generation (CAG). But does this newcomer replace the established Retrieval-Augmented Generation (RAG)? This article dives deep into both methods, exploring their mechanics, pros, con...…
in AI, LLMs, N8N, Automation

Beyond Basic RAG: Building an Agentic AI Research Assistant with N8N

Struggling with RAG's limitations like complex queries and single data source lookups? What if your AI could think, reason, and validate information like a real research assistant? This article is for content creators, N8N users, and AI enthusiasts looking to build a powerful Agentic RAG system. Dis...…
in AI, Automation, N8N, Content Creation

Stop Overpaying for APIs: Build Your Own Tools with AWS Lambda & n8n

Are you tired of the 'death by a thousand cuts' from multiple API subscriptions draining your budget? Many automation workflows require specific functions like PDF conversion or web scraping, often leading to costly monthly fees for tools you barely use. This article is for automation enthusiasts an...…
in Automation, Cloud Computing, Cost Savings, N8N

Building an Optimal Vietnamese RAG System with Google Drive, Gemini Embeddings, and n8n

Are you storing important Vietnamese data on Google Drive and want to turn it into an intelligent AI knowledge base? Have you heard about Retrieval Augmented Generation (RAG) but don't know where to start, especially for Vietnamese? This article will guide you step-by-step in building a complete n8n...…
in AI, N8N, Automation, Vietnamese NLP