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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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From Chatbot to Medical AI: How I Used RAG, FAISS & Mistral to Ground AI in Reality

From Chatbot to Medical AI: How I Used RAG, FAISS & Mistral to Ground AI in Reality

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4 min read
Are We Over-Engineering LLM Stacks Too Early?

Are We Over-Engineering LLM Stacks Too Early?

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2 min read
What It Actually Takes to Run a RAG System in Production

What It Actually Takes to Run a RAG System in Production

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2 min read
Build a multi-assistant workflow with Pinecone Assistant in n8n

Build a multi-assistant workflow with Pinecone Assistant in n8n

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2 min read
Building a Production RAG Server with Ollama, Open WebUI and Chroma DB

Building a Production RAG Server with Ollama, Open WebUI and Chroma DB

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1 min read
Medicine Encyclopedia 2.0: Stop Guessing and Start Scanning with Multimodal RAG

Medicine Encyclopedia 2.0: Stop Guessing and Start Scanning with Multimodal RAG

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4 min read
From Paper Trails to Health Insights: Building a Personal EHR Semantic Search Engine with Hybrid Search

From Paper Trails to Health Insights: Building a Personal EHR Semantic Search Engine with Hybrid Search

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4 min read
Stop Paying for APIs: Build a 100% Local AI Auditor with Python & Llama 3

Stop Paying for APIs: Build a 100% Local AI Auditor with Python & Llama 3

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4 min read
Reducing OCR Cost in RAG Pipelines with Page-Level Detection

Reducing OCR Cost in RAG Pipelines with Page-Level Detection

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1 min read
Building AI Agents That Don't Hallucinate: A Practical Architecture Guide

Building AI Agents That Don't Hallucinate: A Practical Architecture Guide

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4 min read
Building a Chat Assistant Using Elasticsearch as a Vector Database

Building a Chat Assistant Using Elasticsearch as a Vector Database

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1 min read
Building Production RAG Without LangChain

Building Production RAG Without LangChain

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6 min read
Vector Databases Explained: Architecture and System Design for AI Apps

Vector Databases Explained: Architecture and System Design for AI Apps

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6 min read
I Built a Python CLI Tool for RAG Over Any Document Folder

I Built a Python CLI Tool for RAG Over Any Document Folder

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5 min read
Building a Production-Ready RAG Chatbot with AWS Bedrock, LangChain, and Terraform

Building a Production-Ready RAG Chatbot with AWS Bedrock, LangChain, and Terraform

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12 min read
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