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Ragdoll AI Blog
Insights and updates from our team.
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LightRAG: Vector RAG’s Speed Meets Graph Reasoning at 1/100th the Cost
Vector RAG loses context. GraphRAG costs explode. LightRAG fixes both—10x faster queries at 90% lower cost. Start free with Ragdoll AI.

RAG Is Dead? A Guide to Making the Right Choice In the Age of Long Context LLMs
Is RAG dead? Discover how long context LLMs and RAG can complement each other in the age of 10M token windows for efficiency and precision.

Buy vs. Build RAG Solution: Making the Right Choice for Your Business
Deciding between building or buying a Retrieval-Augmented Generation (RAG) solution? Our detailed guide explores the pros and cons of each approach, helping businesses of all sizes make informed decisions.

5 Hidden Prompt Mistakes That Are Ruining Your RAG System
This article goes over 5 of the most common prompt mistakes we see in RAG systems and how to fix them.

How is RAG different from ChatGPT? A real world comparison.
This article explains what RAG is in simple terms, why it is emerging as a game-changer, and provide a side by side comparison of RAG and ChatGPT in action, so readers can better understand the merits of both.
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Unlocking Your Reading Insights with Ragdoll AI: A No-Code AI Knowledge Base for Kindle Notes
Walkthrough and results of no-code workflow to create an AI knowledge base from my Kindle reading notes and highlights.
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Which RAG Technology is Right for You? VectorRAG vs. GraphRAG vs. LightRAG
There are three main ways RAG works: VectorRAG, GraphRAG, and LightRAG. In this article, we’ll explain how each one works, compare their strengths, and explore where they are most useful in real life.

The Complete Guide to RAG-as-a-Service: How It’s Revolutionizing AI Application for Businesses
This article discusses the key challenges with LLMs, why RAG is a promising solution, and explains how to get started quickly with RAG-as-a-service solutions.
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