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Articles · Rebeauty Atlas

AI HUM

MN M.Nawaz

RETRIEVAL-AUGMENTED GENERATION

A Complete Machine Learning Guide

Jun 12, 2026 · 9 min read · 8 claps paywalled #agentic-rag #ai #machine-learning

AI

NO No money, no honey · 1Moby

จัดอันดับโมเดล Text Embedding ภาษาไทย 2026 — Thai MTEB Leaderboard…

ถ้าคุณเคยทำ RAG, semantic search, หรือระบบค้นหาภาษาไทยแล้วต้องเลือกโมเดล embedding สักตัว คุณน่าจะเจอปัญหาเดียวกับเรา: ไม่มีใครรู้จริง ๆ…

Jun 06, 2026 · 2 min read · 0 claps #embedding #retrieval-augmented #llm

AI ART

VI Vibhuti Patel

RAG vs CAG: The AI Architecture Shift Most People Still Don’t Understand

Everyone in AI talks about RAG today. Very few talk about efficiency. And that’s exactly why most conversations around modern AI…

May 24, 2026 · 3 min read · 0 claps #rags #cag #retrieval-augmented

RAG vs CAG: The AI Architecture Shift Most People Still Don’t Understand

AI ART

AR Armin Norouzi, Ph.D · Level Up Coding

Why RAG Is Not Enough: A Case for Hybrid Knowledge Architectures

Retrieval-Augmented Generation became the dominant pattern for grounding LLMs in external knowledge around 2023. The pitch is clean: embed…

May 18, 2026 · 18 min read · 204 claps paywalled #agentic-rag #retrieval-augmented #indexing

Why RAG Is Not Enough: A Case for Hybrid Knowledge Architectures

AI

ME Meet Nandu

Building Production-Ready AI Applications (Part 3): Building RAG Systems with ChromaDB

Welcome back! In Part 1, we set up our local LLM environment, and in Part 2, we mastered prompt engineering. Now comes the exciting part…

May 13, 2026 · 15 min read · 1 claps paywalled #retrieval-augmented #ai #llm

Building Production-Ready AI Applications (Part 3): Building RAG Systems with ChromaDB

AI

KA Kartikeya Mishra

Let’s Break Down RAG Systems (Without the Jargon) In Plain English

Hello 👋 — Let’s Break Down RAG Systems (Without the Jargon)

May 12, 2026 · 3 min read · 0 claps #agentic-rag #retrieval-augmented-gen #retrieval-augmented

Let’s Break Down RAG Systems (Without the Jargon) In Plain English

AI

EZ Ezgi Gökdemir · SabancıDx

RAG (Retrieval Augmented Generation) — Python & .NET Implementation from Scratch and Benchmarks

I participated in this year’s Devnot Dotnet Conference and gave a presentation on whether it’s possible to develop AI applications without…

May 09, 2026 · 7 min read · 57 claps #retrieval-augmented #llm

RAG (Retrieval Augmented Generation) — Python & .NET Implementation from Scratch and Benchmarks

AI

AM Amitoj Singh Chawla

Four ways to retrieve from academic PDFs: what actually worked in my multimodal RAG pipeline

Academic papers are awkward for retrieval. The result you actually want the top-1 accuracy in Table 3, the dilated convolution formula in…

May 07, 2026 · 8 min read · 1 claps #retrieval-augmented-gen #faiss #cross-encoder-rerank

Four ways to retrieve from academic PDFs: what actually worked in my multimodal RAG pipeline

AI

VI vinod c

Why Your RAG System’s RAGAS Score of 0.95 Is Lying to You

It was 2am when my phone lit up.

Apr 25, 2026 · 8 min read · 5 claps #generative-ai-use-cases #retrieval-augmented #retrieval-augmented-gen

Why Your RAG System’s RAGAS Score of 0.95 Is Lying to You

SPT AI

VE Veena Vasu

From Document to Answers: End-to-End RAG pipeline summary

Let’s do a quick recap of the end to end RAG pipeline:

Apr 25, 2026 · 2 min read · 0 claps #rag-pipeline #rags #retrieval-augmented-gen

From Document to Answers: End-to-End RAG pipeline summary

AI TCH

SY Systems in Practice

Why Most AI Systems Fail (And It’s Not the Model)

Most AI systems don’t fail because of the model. That’s usually the uncomfortable realization you arrive at after you’ve spent days…

Apr 25, 2026 · 4 min read · 5 claps #ai #backend-engineering #database

AI

DA Datafortune Inc · Towards Data Engineering

Retrieval Mirage: The Paradox of RAG Systems

Your RAG system works, so why don’t you trust it? The gap between getting results and trusting them is wider than it looks.

Apr 22, 2026 · 3 min read · 0 claps #retrieval-augmented-gen #generative-ai-tools #enterprise-ai

Retrieval Mirage: The Paradox of RAG Systems

AI GEN

RA Rajesh Kumar

RAG Strategies Part 3: Embeddings — How Your RAG System Learns to Understand Meaning

In this article, we’ll finally unlock the missing piece that turns your RAG system from “keyword matcher” into something that actually…

Apr 16, 2026 · 10 min read · 37 claps paywalled #embedding #cosine-similarity #rags

RAG Strategies Part 3: Embeddings — How Your RAG System Learns to Understand Meaning

ECO TCH LIF AI

SH SHS Smart Home System

Koniec epoki prostych Smart Home. Jak Technoorganika i AI zmieniają zasady gry

Koniec epoki prostych Smart Home. Jak Technoorganika i AI redefiniują życie domowe

Mar 02, 2026 · 3 min read · 0 claps #gamechangers #oze #pv-ai

Koniec epoki prostych Smart Home. Jak Technoorganika i AI zmieniają zasady gry

AI

JO Jovan Miljevic

How MCP and RAG transform AI usage from copy-paste process into actual automation infrastructure

This article address why your AI workflow is still manual, and how to actually automate it with right infrastructure.

Jan 24, 2026 · 5 min read · 1 claps paywalled #mcp-protocol #retrieval-augmented-gen #ai-automation

How MCP and RAG transform AI usage from copy-paste process into actual automation infrastructure

AI

IP iProgrammer Australia - AI Tech Division

Retrieval Augmented Generation: A Beginner’s Guide to Building AI Systems That Can Be Trusted Every

Every AI conversation begins with confidence and ends with a question. Can this answer be trusted? That question does not come from…

Jan 15, 2026 · 5 min read · 0 claps #retrieval-augmented #rag-model #rag-system

Retrieval Augmented Generation: A Beginner’s Guide to Building AI Systems That Can Be Trusted Every

SOC AI

OL Oleksii Aleksapolskyi

I Built a RAG Tuning Tool and Discovered Intuition Fails on Legal Text

Why “just use 512 chunk size” can mislead you for production RAG

Jan 09, 2026 · 4 min read · 0 claps #vector-database #retrieval-augmented-gen #pgvector

I Built a RAG Tuning Tool and Discovered Intuition Fails on Legal Text

AI ART

CA CA RridheeJain

What Is RAG?

Retrieval-Augmented Generation

Sep 16, 2025 · 3 min read · 0 claps #retrieval-augmented-gen #retrieval-augmented #artificial-intelligence

AI HUM LIF

WR Writer Ellin Winton

Retrieval-Augmented Generation: Building AI with External Knowledge Access

Imagine having a conversation with someone who has an incredible memory but whose knowledge stopped updating years ago. They can recall…

Jun 14, 2025 · 17 min read · 0 claps #ai-revolution #artificial-intelligence #retrieval-augmented-gen

AI

BU Burak Kaya

The Digital Version of Brainstorming: How Big Language Models Work?

Artificial intelligence has become an indispensable part of our daily lives, especially chatbots and text-generating systems. But how is it…

May 29, 2025 · 5 min read · 5 claps paywalled #llm #llm-evaluation #retrieval-augmented

The Digital Version of Brainstorming: How Big Language Models Work?

AI

MU M Usman Saleem

Build a Simple RAG Without Code — Power of Custom GPTs

Note: This article is written for ChatGPT’s Custom GPT service. However the instructions, tips & guidelines can be well used with other…

Nov 17, 2024 · 7 min read · 0 claps #retrieval-augmented-gen #retrieval-augmented #customgpt

AI

NA Nagh

Graph Database — GenAI

Graph DB is in the field of Generative AI.

Sep 01, 2024 · 4 min read · 1 claps #genai #graphrag #graphql

AI

ME Meeran Malik

Postgres as a vector Database | Implementing Hybrid search with Postgres for RAG Using Groq.

Retrieval-Augmented Generation with Hybrid Search in PostgreSQL for Smarter, Context-Aware Queries

Aug 26, 2024 · 13 min read · 189 claps #llm #retrieval-augmented #hybrid-search

AI SCI

IN Intel · Intel Tech

Improve your Tabular Data Ingestion for RAG with Reranking

Boost your RAG system’s accuracy by adding a reranker to select the most relevant context chunks.

Jul 16, 2024 · 14 min read · 222 claps #retrieval-augmented #llm #ai

Improve your Tabular Data Ingestion for RAG with Reranking

AI

EL Elmo · Generative AI

Empowering LLMs with Efficient Context Ranking thanks to RankRAG

Large language models (LLMs) have revolutionized various natural language processing tasks, because they are capable of generating…

Jul 15, 2024 · 6 min read · 50 claps #rankrag #retrieval-augmented #llm

Empowering LLMs with Efficient Context Ranking thanks to RankRAG

AI

SU Sugeerth

Efficient and Scalable Retrieval-Augmented Generation (RAG): Techniques and Best Practices

Multimodal Retrieval-Augmented Generation (RAG) is a powerful technique that combines the strengths of information retrieval and text…

Jul 03, 2024 · 7 min read · 0 claps #retrieval-augmented #nlp #multimodal-ai

Efficient and Scalable Retrieval-Augmented Generation (RAG): Techniques and Best Practices

AI

US Usha Rengaraju

Combining Semantic Search with Elastic Search to improve search efficiency for Accessibility &…

Traditional search engines rely on keyword matching, often missing the user’s intent. This example explores how semantic search, combined…

Apr 26, 2024 · 6 min read · 9 claps #semantic-search #neuralchat #elasticsearch

Combining Semantic Search with Elastic Search to improve search efficiency for Accessibility &…

TCH HUM AI

RA Ravi Bommu

Start to Finish Retrieval Augmented Generation (RAG ) in Snowflake using vector search and Cortex

I have recently completed a coursework on RAG - Retrieval Augmented Generation. This has increased my curiosity and I started to do more…

Feb 13, 2024 · 5 min read · 30 claps #retrieval-augmented #snowflake #machine-learning

Start to Finish Retrieval Augmented Generation (RAG ) in Snowflake using vector search and Cortex

AI ECO

CH Chloe Li

Leveraging LLMs and GenAI: Four Paths for Businesses

Companies are exploring a spectrum of strategies, from utilizing existing products like ChatGPT to building their own custom models.

Feb 12, 2024 · 2 min read · 0 claps #llm #genai #business-strategy

AI

RO Royyan Abdurrohman

Retrieval Augmented Generation for Taharah Chatbot Using GPT-4

Ada sebuah flowchart yang menarik mengenai penggunaan ChatGPT yang tengah populer di kalangan masyarakat. Karena kemampuannya dalam…

Feb 07, 2024 · 5 min read · 1 claps #retrieval-augmented #llm #gpt

Retrieval Augmented Generation for Taharah Chatbot Using GPT-4

AI

RA Ravi Chandra Jammalamadaka

Are LLMs Good Spell Checkers?

Recently, I contemplated the following question: Leveraging the capabilities of LLMs today, if we were to build search engines from…

Feb 04, 2024 · 5 min read · 58 claps #generative-ai #nlp #retrieval-augmented

AI

DA Daniel Sun

The Only RAG Article You Will Need

Background

Jan 02, 2024 · 4 min read · 0 claps #llm #retrieval-augmented #ai

AI SOC

VA Valery Verkhoturov

Retrieval-Augmented Generation in technical support based on YandexGPT

The article is devoted to the process of creating a system for generating responses from a technical support service using RAG

Jan 02, 2024 · 5 min read · 1 claps #llm #yandex-cloud #python

Retrieval-Augmented Generation in technical support based on YandexGPT

TCH AI

AL Alice Vinogradova

“Vector DB” in pure ABAP

Hello, my name is Alice, and I have about two decades of experience in ABAP/SAP and a lifelong passion for programming.

Nov 20, 2023 · 6 min read · 127 claps #vector-search #vector-database #abap