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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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How I Built McDonald’s Drive-Thru: All-AI, All-Local

How I Built McDonald’s Drive-Thru: All-AI, All-Local

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2 min read
Are we all prompting wrong? Balancing Creativity and Consistency in RAG.

Are we all prompting wrong? Balancing Creativity and Consistency in RAG.

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3 min read
Let’s Build Small AI Buzz, Offer ‘Claim Processing’ to Mid/Big Companies

Let’s Build Small AI Buzz, Offer ‘Claim Processing’ to Mid/Big Companies

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2 min read
Revolutionizing User Interaction: The Rise of Conversational UIs

Revolutionizing User Interaction: The Rise of Conversational UIs

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3 min read
Getting an error while importing Langchain Packages

Getting an error while importing Langchain Packages

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1 min read
A Quick Guide to RAG Using Algoboost for Embedding Vector Inference

A Quick Guide to RAG Using Algoboost for Embedding Vector Inference

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7 min read
Rusty RAG Quiz Creator

Rusty RAG Quiz Creator

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2 min read
Introducing llama-github: Enhance Your AI Agents with Smart GitHub Retrieval

Introducing llama-github: Enhance Your AI Agents with Smart GitHub Retrieval

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2 min read
The Future of Information Retrieval: RAG Models vs. Generalized AI

The Future of Information Retrieval: RAG Models vs. Generalized AI

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RAG Explained | Using Retrieval-Augmented Generation to Build Semantic Search

RAG Explained | Using Retrieval-Augmented Generation to Build Semantic Search

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9 min read
How I Built My Own Personalized Google: A Step-by-Step Guide to AI Mastery

How I Built My Own Personalized Google: A Step-by-Step Guide to AI Mastery

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2 min read
How Effective are Retrieval Augmented Generation(RAG) Models?

How Effective are Retrieval Augmented Generation(RAG) Models?

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5 min read
Implementing RAG in Refact.ai AI Coding Assistant

Implementing RAG in Refact.ai AI Coding Assistant

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8 min read
Weekly Updates - June 14, 2024

Weekly Updates - June 14, 2024

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Harnessing the Power of Generative AI for Practical Business Solutions

Harnessing the Power of Generative AI for Practical Business Solutions

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RAG using Ollama

RAG using Ollama

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Three Key Concepts to Build Future-Proof AI Applications

Three Key Concepts to Build Future-Proof AI Applications

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Master AI Integration : How to Integrate AI in Your Application

Master AI Integration : How to Integrate AI in Your Application

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3 min read
How to create your own AI chatbot with LangFlow

How to create your own AI chatbot with LangFlow

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6 min read
Use HyDE to avoid the drawbacks of RAG

Use HyDE to avoid the drawbacks of RAG

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2 min read
Let’s Build One Person Business Using 100% AI

Let’s Build One Person Business Using 100% AI

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2 min read
Unlocking Psychology with Large Language Models: Receptiviti Augmented Generation

Unlocking Psychology with Large Language Models: Receptiviti Augmented Generation

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8 min read
Local Intelligence: How to set up a local GPT Chat for secure & private document analysis workflow

Local Intelligence: How to set up a local GPT Chat for secure & private document analysis workflow

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beginner guide to fully local RAG on entry-level machines

beginner guide to fully local RAG on entry-level machines

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Building a Chat with PDF - RAG Application - NextJS and NestJS

Building a Chat with PDF - RAG Application - NextJS and NestJS

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4 min read
RAG with llama.cpp and external API services

RAG with llama.cpp and external API services

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6 min read
Enhancing Data Security with Role-Based Access Control of Qdrant Vector Database

Enhancing Data Security with Role-Based Access Control of Qdrant Vector Database

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37 min read
How Retrieval Augmented Generation (RAG) Work

How Retrieval Augmented Generation (RAG) Work

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Nemo Guardrails: Elevating AI Safety and Reliability

Nemo Guardrails: Elevating AI Safety and Reliability

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Integrate txtai with Postgres

Integrate txtai with Postgres

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9 min read
How to build a basic RAG app

How to build a basic RAG app

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RAG using LLMSmith and FastAPI

RAG using LLMSmith and FastAPI

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Why Vector Compression Matters

Why Vector Compression Matters

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I made a Market Research Tool to market my Market Research Tool. Crawl/RAG/LLM

I made a Market Research Tool to market my Market Research Tool. Crawl/RAG/LLM

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5 min read
Enhancing LLMs through RAG Knowledge Integration

Enhancing LLMs through RAG Knowledge Integration

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A Guide to Chunking Strategies for Retrieval Augmented Generation (RAG)

A Guide to Chunking Strategies for Retrieval Augmented Generation (RAG)

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Craft a Document QA Assistant for Your Project in Just 5 Minutes!

Craft a Document QA Assistant for Your Project in Just 5 Minutes!

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5 min read
3GPP Insights: Expert Chatbot with Amazon Bedrock & RAG

3GPP Insights: Expert Chatbot with Amazon Bedrock & RAG

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6 min read
Vector Databases Are the Base of RAG Retrieval

Vector Databases Are the Base of RAG Retrieval

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Practical Tips and Tricks for Developers Building RAG Applications

Practical Tips and Tricks for Developers Building RAG Applications

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Enhancing RAG Performance: A Comprehensive Guide

Enhancing RAG Performance: A Comprehensive Guide

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7 min read
AI Chat Applications with the Metacognition Approach: Tree of Thoughts (ToT)

AI Chat Applications with the Metacognition Approach: Tree of Thoughts (ToT)

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5 min read
Melhorando as respostas de um LLM: RAG de vídeo do Fåbio Akita

Melhorando as respostas de um LLM: RAG de vídeo do Fåbio Akita

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9 min read
Advanced RAG with guided generation

Advanced RAG with guided generation

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4 min read
Retrieval-Augmented Generation: Using your Data with LLMs

Retrieval-Augmented Generation: Using your Data with LLMs

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8 min read
Giskard: LLM-Assisted Automated Red Teaming

Giskard: LLM-Assisted Automated Red Teaming

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7 min read
Chat with your Github Repo using llama_index and chainlit

Chat with your Github Repo using llama_index and chainlit

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6 min read
RAG Redefined : Ready-to-Deploy RAG for Organizations at Scale.

RAG Redefined : Ready-to-Deploy RAG for Organizations at Scale.

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Developer’s Guide : Modular, Flexible, Scalable Prod ready RAG

Developer’s Guide : Modular, Flexible, Scalable Prod ready RAG

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RAG with Embeddings in .NET: Enhancing Semantic Search

RAG with Embeddings in .NET: Enhancing Semantic Search

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3 min read
Nvidia free AI course - what about MacOS?

Nvidia free AI course - what about MacOS?

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1 min read
AI Series Part IV: Creating a RAG chatbot with LangChain (NextJS)

AI Series Part IV: Creating a RAG chatbot with LangChain (NextJS)

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8 min read
everything-rag: LLMs with your data, locally

everything-rag: LLMs with your data, locally

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2 min read
How to Implement RAG with LlamaIndex, LangChain, and Heroku: A Simple Walkthrough

How to Implement RAG with LlamaIndex, LangChain, and Heroku: A Simple Walkthrough

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10 min read
Agent Cloud vs CrewAI

Agent Cloud vs CrewAI

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7 min read
Use LlamaIndex to Build a Retrieval-Augmented Generation (RAG) Application

Use LlamaIndex to Build a Retrieval-Augmented Generation (RAG) Application

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16 min read
I created Ragrank 🎯- An open source ecosystem to evaluate LLM and RAG.

I created Ragrank 🎯- An open source ecosystem to evaluate LLM and RAG.

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Deploy Mistral Large to Azure and create a conversation with Python and LangChain

Deploy Mistral Large to Azure and create a conversation with Python and LangChain

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5 min read
Retrieval Augmented Generation (RAG) in Machine Learning Explained

Retrieval Augmented Generation (RAG) in Machine Learning Explained

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Mastering Prompt Compression with LLM Lingua: A Deep Dive into Context Optimization

Mastering Prompt Compression with LLM Lingua: A Deep Dive into Context Optimization

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3 min read
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