In this video, I break down the different ways you can handle retrieval and context in RAG systems when building AI agents in n8n. I start by explaining why chunk-based retrieval often causes hallucinations and inaccurate answers, especially when the agent is missing full context. Then I walk through three practical approaches I actually use in real systems: using filters to narrow context, using SQL queries to pass full and structured context to the agent, and using vector search when semantic matching makes sense. For each approach, I explain what it is, how it works, when it breaks down, and when it is the right tool for the job.

It is always a good time to reflect on everything you accomplished this past year and to set some goals for what you want to achieve in the new one. Thank you for helping us build such an awesome community over the past year. I cannot wait to see how much more it grows by the end of 2026. Cheers, Nate

We wrapped up the year strong and kicked off the new one with momentum. From first sales to real-world impact builds, AIS+ members kept shipping 👇 Here are this week’s highlights inside AIS+ 👇 👉 @Jon Roth made his first sale with a workflow built for a 3D print shop - optimizing Shopify order processing end to end. 👉 @Maciej Wesolowski secured a $5,200 client to build a lead-gen AI chatbot for a training firm — consistency paying off again. 👉 @Ai Stromae built a transcription - NotebookLM workflow that saves a client hours of manual effort every week. 👉 @Kevonte Demery launched a live AI program for underserved students - turning automation skills into real social impact. 👉 Satyam Sharma built a mini SaaS in just 3 hours, complete with payments and a live demo - fast execution, real product. 🎥 Super Win Spotlight of the Week: @Christian Barraza | From Do-or-Die to Full-Time Builder Christian joined AIS+ with almost nothing left in his bank account - and went all in. Within days, he restructured his offer, signed his first client, posted the win, and quickly landed a second client - all by applying what he learned and leaning into the community. 🎥 Watch his quick story 👇 Christian’s journey is proof that when you commit fully and take action, momentum can change everything - fast. ✨ Want to see more wins like these every week? Join the builders inside AI Automation Society Plus - where action, community, and consistency turn learning into real results 🚀