Your ULTIMATE n8n RAG AI Agent Template just got a Massive Upgrade
Автор: Cole Medin
Загружено: 2025-09-03
Просмотров: 45856
RAG is the go-to solution for giving AI agents access to your knowledge base, but traditional RAG has major limitations - it misses context by splitting key ideas/concepts, can't connect information across documents, and lacks dynamic analysis capabilities.
This ultimate n8n RAG template solves these issues using three key strategies:
Agentic RAG - Gives the agent intelligence to reason about how to explore your knowledge base (view full documents, semantic search, or query structured data based on the specific question)
Reranking - Expands initial search results then uses a specialized model to return only the most relevant information
Agentic Chunking - Uses an LLM to intelligently determine document split boundaries, preserving important context that traditional chunking destroys
The result is a RAG agent that actually works the way you'd want it to - understanding your documents holistically, connecting related information, and giving you the comprehensive answers you're looking for.
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Try Depot today for blazing fast cloud infrastructure for application builds: https://fandf.co/4247Qys
Give the remote agent sandboxes a try for free: https://depot.dev/docs/agents/claude-...
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If you're looking to join a community for early AI adopters to master AI Agents & RAG and transform your career or business, check out Dynamous:
https://dynamous.ai
Neon (serverless Postgres I used in this video):
https://get.neon.com/NsowhUM
Newest n8n RAG AI Agent Template:
https://github.com/coleam00/ottomator...
NOTE: The Langchain code node used in this template is only available when you self-host n8n. I found this out after posting this unfortunately since I do self-host my own n8n!
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00:00 - Introducing the Ultimate n8n RAG Agent Template (V4!)
00:48 - The Flaws with Traditional (Basic) RAG
02:08 - The Evolution of Our RAG Agent Template
02:54 - Our Three RAG Strategies
03:28 - RAG Strategy #1 - Agentic Chunking
09:14 - Depot (Remote Agent Sandboxes with Claude Code)
10:56 - RAG Strategy #2 - Agentic RAG
14:05 - Agentic RAG in Action
15:39 - RAG Strategy #3 - Reranking
18:37 - Final Thoughts
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Join me as I push the limits of what is possible with AI. I'll be uploading videos every week - Wednesdays at 7:00 PM CDT!

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