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#rag

Retrieval augmented generation, or RAG, is an architectural approach that can improve the efficacy of large language model (LLM) applications by leveraging custom data.

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🚀 I Built an AI-Powered Fest Assistant with Agents, RAG & Planning (Pragyan @ NITT)

🚀 I Built an AI-Powered Fest Assistant with Agents, RAG & Planning (Pragyan @ NITT)

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3 min read
How to Reduce AI Hallucinations in Production: Grounding, RAG, and Guardrails That Actually Work

How to Reduce AI Hallucinations in Production: Grounding, RAG, and Guardrails That Actually Work

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16 min read
🧠 From SQL to Intelligence: Why the Future of Data is AI + Graphs + Agents

🧠 From SQL to Intelligence: Why the Future of Data is AI + Graphs + Agents

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3 min read
Building a RAG Pipeline on Your Existing Django App: A Practical Guide

Building a RAG Pipeline on Your Existing Django App: A Practical Guide

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4 min read
🎙️ Building a Local Voice-Controlled AI Agent

🎙️ Building a Local Voice-Controlled AI Agent

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11 min read
I Built a Personal AI That Actually Knows My Projects (RAG + Ollama, Zero Cloud)

I Built a Personal AI That Actually Knows My Projects (RAG + Ollama, Zero Cloud)

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5 min read
𝗛𝗼𝘄 𝗜 𝗕𝘂𝗶𝗹𝘁 𝗮 𝗠𝘂𝗹𝘁𝗶𝗹𝗶𝗻𝗴𝘂𝗮𝗹 𝗥𝗔𝗚 𝗦𝘆𝘀𝘁𝗲𝗺 𝗳𝗼𝗿 𝗨𝗻𝗱𝗲𝗿 $𝟬.𝟬𝟬𝟬𝟱 𝗽𝗲𝗿 𝗤𝘂𝗲𝘀𝘁𝗶𝗼𝗻

𝗛𝗼𝘄 𝗜 𝗕𝘂𝗶𝗹𝘁 𝗮 𝗠𝘂𝗹𝘁𝗶𝗹𝗶𝗻𝗴𝘂𝗮𝗹 𝗥𝗔𝗚 𝗦𝘆𝘀𝘁𝗲𝗺 𝗳𝗼𝗿 𝗨𝗻𝗱𝗲𝗿 $𝟬.𝟬𝟬𝟬𝟱 𝗽𝗲𝗿 𝗤𝘂𝗲𝘀𝘁𝗶𝗼𝗻

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1 min read
There Are Too Many RAG Optimization Techniques, So I Organized Them — and the Big Picture Finally Made Sense

There Are Too Many RAG Optimization Techniques, So I Organized Them — and the Big Picture Finally Made Sense

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8 min read
Stop Blaming Your LLM: Fix RAG Retrieval Quality With Better Chunking in .NET

Stop Blaming Your LLM: Fix RAG Retrieval Quality With Better Chunking in .NET

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7 min read
The Prep Tax: Why Miscommunicated Requirements Create Rework for AI Engineers (and How to Fix It)

The Prep Tax: Why Miscommunicated Requirements Create Rework for AI Engineers (and How to Fix It)

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5 min read
We open-sourced Omega Walls: a stateful runtime defense for RAG and AI agents

We open-sourced Omega Walls: a stateful runtime defense for RAG and AI agents

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2 min read
S3 Vectors: How to build a RAG without a vector database

S3 Vectors: How to build a RAG without a vector database

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5 min read
# Understanding RAPTOR: A Powerful Architecture for Hierarchical Retrieval in RAG Systems

# Understanding RAPTOR: A Powerful Architecture for Hierarchical Retrieval in RAG Systems

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6 min read
Why Your RAG System Needs a Graph Database (Not Just Vectors)

Why Your RAG System Needs a Graph Database (Not Just Vectors)

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6 min read
It's Tax Time: Building a Tax Document Assistant with Claude Code and the Ragie Skill

It's Tax Time: Building a Tax Document Assistant with Claude Code and the Ragie Skill

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2 min read
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