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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 stopped talking about AI and started to build: Build a RAG System with Amazon Bedrock, Titan Embeddings & Knowledge Bases
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I stopped talking about AI and started to build: Build a RAG System with Amazon Bedrock, Titan Embeddings & Knowledge Bases

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8 min read
How I Created Superior RAG Retrieval With 3 Files in Supabase
Cover image for How I Created Superior RAG Retrieval With 3 Files in Supabase

How I Created Superior RAG Retrieval With 3 Files in Supabase

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8 min read
When AI Predicts Too Well: Understanding Hallucinations in Large Language Models
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When AI Predicts Too Well: Understanding Hallucinations in Large Language Models

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4 min read
Building Syllabi – Agentic AI with Vercel AI SDK, Dynamic Tool Loading, and RAG
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Building Syllabi – Agentic AI with Vercel AI SDK, Dynamic Tool Loading, and RAG

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9 min read
How to Add Real-Time Web Search to Your LLM Using Tavily
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How to Add Real-Time Web Search to Your LLM Using Tavily

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5 min read
Setting up Linagora’s OpenRAG locally

Setting up Linagora’s OpenRAG locally

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6 min read
ChatGPT Actions, Not Just Chat

ChatGPT Actions, Not Just Chat

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2 min read
Build a AI Voice Agent Using RAG Pipeline and VideoSDK
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Build a AI Voice Agent Using RAG Pipeline and VideoSDK

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5 min read
Why Evals and Observability Should Be an AI Builder’s Top Concern

Why Evals and Observability Should Be an AI Builder’s Top Concern

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7 min read
Medical Chatbots with RAG
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Medical Chatbots with RAG

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6 min read
🚀 Free RAG Learning Path: From Basic to Multi-Agent Systems (143 Files, 70+ Technologies)

🚀 Free RAG Learning Path: From Basic to Multi-Agent Systems (143 Files, 70+ Technologies)

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4 min read
94% of RAG Systems Have No Backup Plan: The $2M Disaster That Proves It
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94% of RAG Systems Have No Backup Plan: The $2M Disaster That Proves It

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5 min read
How to Build Production-Ready RAG Systems (at Scale, with Low Latency & High Accuracy)
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How to Build Production-Ready RAG Systems (at Scale, with Low Latency & High Accuracy)

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5 min read
RAG Chunking Strategies That Actually Work (and Why Most Don’t)
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RAG Chunking Strategies That Actually Work (and Why Most Don’t)

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4 min read
You Don't Know RAG. You Know Simple RAG.

You Don't Know RAG. You Know Simple RAG.

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4 min read
Building a Browser-Based RAG System with WebGPU
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Building a Browser-Based RAG System with WebGPU

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3 min read
# Medical RAG Architecture Overview #llmszoomcamp

# Medical RAG Architecture Overview #llmszoomcamp

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5 min read
# Medical RAG Architecture Overview #llmszoomcamp

# Medical RAG Architecture Overview #llmszoomcamp

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5 min read
Building Custom Evaluators for AI Applications: A Technical Guide to AI Quality Assessment

Building Custom Evaluators for AI Applications: A Technical Guide to AI Quality Assessment

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19 min read
# Data Ingestion & Vector Store #llmszoomcamp

# Data Ingestion & Vector Store #llmszoomcamp

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2 min read
RAG LLM: Why Your AI Costs 10x More Than It Should (And How to Fix It)
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RAG LLM: Why Your AI Costs 10x More Than It Should (And How to Fix It)

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5 min read
TOON Benchmarks: A Critical Analysis of Different Results
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TOON Benchmarks: A Critical Analysis of Different Results

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7 min read
Prompt Caching Slashed My AI Bills by 90%. Here's What Nobody Tells You.
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Prompt Caching Slashed My AI Bills by 90%. Here's What Nobody Tells You.

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5 min read
Train it or feed it? Teaching LLMs your data the smart way
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Train it or feed it? Teaching LLMs your data the smart way

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4 min read
Understanding RAG: How AI Models Learn to Search Before They Speak

Understanding RAG: How AI Models Learn to Search Before They Speak

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3 min read
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