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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 to run Ollama on Windows using WSL

How to run Ollama on Windows using WSL

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3 min read
Submitting a Fine-Tuning Job: Organising the Workforce

Submitting a Fine-Tuning Job: Organising the Workforce

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2 min read
RAG - Designing the CLI interface

RAG - Designing the CLI interface

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7 min read
Boost Customer Support: AI Agents, LangGraph, and RAG for Email Automation

Boost Customer Support: AI Agents, LangGraph, and RAG for Email Automation

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14 min read
Unlock the Power of Docusaurus with AI

Unlock the Power of Docusaurus with AI

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2 min read
Try Multimodal Search with ColQwen2!

Try Multimodal Search with ColQwen2!

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4 min read
Learning how to build AI agents in 2025

Learning how to build AI agents in 2025

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7 min read
LLM Evals—The Trap No One’s Telling You 🐔

LLM Evals—The Trap No One’s Telling You 🐔

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1 min read
Understanding RAG Workflow: Retrieval-Augmented Generation in Python

Understanding RAG Workflow: Retrieval-Augmented Generation in Python

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3 min read
Lists of open-source frameworks for building RAG applications

Lists of open-source frameworks for building RAG applications

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4 min read
Generative AI Cost Optimization Strategies

Generative AI Cost Optimization Strategies

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2 min read
Embeddings, Vector Databases, and Semantic Search: A Comprehensive Guide

Embeddings, Vector Databases, and Semantic Search: A Comprehensive Guide

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5 min read
Building a React.dev RAG chatbot using Vercel AI SDK

Building a React.dev RAG chatbot using Vercel AI SDK

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4 min read
Getting started with LLM APIs

Getting started with LLM APIs

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16 min read
Hal9: Create and Share Generative Apps

Hal9: Create and Share Generative Apps

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3 min read
AI + Data Weekly 169 for 23 December 2024

AI + Data Weekly 169 for 23 December 2024

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3 min read
Meta Knowledge for Retrieval Augmented Large Language Models

Meta Knowledge for Retrieval Augmented Large Language Models

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1 min read
Using LangChain to Search Your Own PDF Documents

Using LangChain to Search Your Own PDF Documents

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7 min read
Why LLMs Fall Short: Why Large Language Models Aren't Ideal for AI Agent Applications

Why LLMs Fall Short: Why Large Language Models Aren't Ideal for AI Agent Applications

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3 min read
Gen AI Solving Software Engineering Problems

Gen AI Solving Software Engineering Problems

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4 min read
Step-by-Step Guide (Part 2): Adding Series Characters to AI Storyteller with RAG and Kernel Memory

Step-by-Step Guide (Part 2): Adding Series Characters to AI Storyteller with RAG and Kernel Memory

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7 min read
How-to Use AI to See Your Data in 3D

How-to Use AI to See Your Data in 3D

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3 min read
Unlocking AI-Powered Conversations: Building a Retrieval-Augmented Generation (RAG) Chatbot

Unlocking AI-Powered Conversations: Building a Retrieval-Augmented Generation (RAG) Chatbot

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4 min read
My Experience at Build Bengaluru 2024

My Experience at Build Bengaluru 2024

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2 min read
Charting Your Unique Path in Generative AI: A Fresh Perspective for Beginners

Charting Your Unique Path in Generative AI: A Fresh Perspective for Beginners

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3 min read
📉 Why Improving Your AI Model Is Killing Your Project’s Success

📉 Why Improving Your AI Model Is Killing Your Project’s Success

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4 min read
FalkorDB has integrated with cognee to improve AI-driven knowledge retrieval

FalkorDB has integrated with cognee to improve AI-driven knowledge retrieval

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1 min read
De Chatbot a Experto Industrial: Construyendo un Asistente Inteligente con Amazon Bedrock

De Chatbot a Experto Industrial: Construyendo un Asistente Inteligente con Amazon Bedrock

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13 min read
Unlocking AI for Everyone: Build with RAG and Agentic RAG—No Code Needed

Unlocking AI for Everyone: Build with RAG and Agentic RAG—No Code Needed

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2 min read
💬 How Intent-Driven Interfaces Will Transform the Way Users Interact with Software

💬 How Intent-Driven Interfaces Will Transform the Way Users Interact with Software

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4 min read
What’s your favorite framework for building GenAI applications? (LangChain, Haystack, LlamaIndex, or others?) 🚀

What’s your favorite framework for building GenAI applications? (LangChain, Haystack, LlamaIndex, or others?) 🚀

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1 min read
DeepMind at Google: Denny Zhou

DeepMind at Google: Denny Zhou

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2 min read
Introducing Composio Tools| Agentic LLMs API Gateway

Introducing Composio Tools| Agentic LLMs API Gateway

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3 min read
Building Bedrock Agents for AWS Account Metadata and Cost Analysis

Building Bedrock Agents for AWS Account Metadata and Cost Analysis

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6 min read
Build RAG 10X Faster

Build RAG 10X Faster

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3 min read
DOs & DONTs for Twitter Scraping 2025

DOs & DONTs for Twitter Scraping 2025

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3 min read
Faiss with sqlite for RAG

Faiss with sqlite for RAG

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1 min read
7 LLM Benchmarks for Performance, Capabilities, and Limitations

7 LLM Benchmarks for Performance, Capabilities, and Limitations

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8 min read
Does Model Context Protocol (MCP) Spell the Death of RAG?

Does Model Context Protocol (MCP) Spell the Death of RAG?

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4 min read
Stock Financial Analysis (Report Generation) using Generative AI - Gemini 1.5 Flash vs LLama 3.2 8b Model

Stock Financial Analysis (Report Generation) using Generative AI - Gemini 1.5 Flash vs LLama 3.2 8b Model

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5 min read
Turn Your Broken Chatbot 🚧 —Into Your Biggest Asset 📈

Turn Your Broken Chatbot 🚧 —Into Your Biggest Asset 📈

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3 min read
Git clone - that repo is too big : HELP!

Git clone - that repo is too big : HELP!

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2 min read
Customize ChatGPT for Your Codebase : OpenAI

Customize ChatGPT for Your Codebase : OpenAI

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10 min read
Why AI Agents Are Not Ready to Get Real Jobs Done — Yet

Why AI Agents Are Not Ready to Get Real Jobs Done — Yet

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1 min read
Why Run LLM's /SLM's locally

Why Run LLM's /SLM's locally

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1 min read
AI and All Data Weekly - 02 December 2024

AI and All Data Weekly - 02 December 2024

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5 min read
struggling to effectively leverage graph structures in LLM-powered apps?

struggling to effectively leverage graph structures in LLM-powered apps?

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2 min read
Multiple document conversion using Docling and a GUI

Multiple document conversion using Docling and a GUI

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4 min read
PydanticAI: A Comprehensive Guide to Building Production-Ready AI Applications

PydanticAI: A Comprehensive Guide to Building Production-Ready AI Applications

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9 min read
How to use rerank models in Amazon Bedrock

How to use rerank models in Amazon Bedrock

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5 min read
The 10 Top-Rated Talks about Knowledge Graphs

The 10 Top-Rated Talks about Knowledge Graphs

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2 min read
Graph RAG vs Vector RAG: Solving Gartner's Challenges

Graph RAG vs Vector RAG: Solving Gartner's Challenges

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2 min read
User-Aligned Functions to Improve LLM-to-API Function-Calling Accuracy

User-Aligned Functions to Improve LLM-to-API Function-Calling Accuracy

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11 min read
⚡ The ONE Integration Every AI Architect Needs to Know About!

⚡ The ONE Integration Every AI Architect Needs to Know About!

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1 min read
RAPTOR: A Novel Tree-Based Retrieval System for Enhancing Language Models – Research Summary

RAPTOR: A Novel Tree-Based Retrieval System for Enhancing Language Models – Research Summary

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2 min read
Async Pipeline Haystack Streaming over FastAPI Endpoint

Async Pipeline Haystack Streaming over FastAPI Endpoint

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4 min read
My 2025 AI Engineer Roadmap List

My 2025 AI Engineer Roadmap List

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4 min read
Enhancing Hybrid Search in MongoDB: Combining RRF, Thresholds, and Weights

Enhancing Hybrid Search in MongoDB: Combining RRF, Thresholds, and Weights

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2 min read
Want to start learning LLM and Generative AI? Start with Ollama and this article.

Want to start learning LLM and Generative AI? Start with Ollama and this article.

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GenAIScript - Comment Code with AI

GenAIScript - Comment Code with AI

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5 min read
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