▶ Videos →

RAG & Vector Search Reads

1,728 articles · Updated every 3 hours · View all reads

All Articles 145,498 Blog Posts 147,783 Tech Tutorials 37,913 Research Papers 28,577 News 20,027 ⚡ AI Lessons

Dev.to · Tanmay 🔍 RAG & Vector Search ⚡ AI Lesson 11h ago

RAGnarok Part 1 — Scoping an Enterprise RAG System (Before Any Code)

Starting a series called RAGnarok — building an Enterprise Knowledge Assistant (RAG system) in...

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 17h ago

The Metric That Made Everyone Think Their RAG Was Better Than It Was

Imagine two RAG systems. Continue reading on Medium »

Medium · LLM 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago

How to Store an Entire Code Repository in a Vector Database for RAG

A complete guide to indexing codebases for AI-powered code search, debugging, documentation, and software engineering assistants. Continue reading on AlgoMart »

Dev.to AI 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago

RAG Architecture for Developers: Enhancing LLM Accuracy & Relevance

Originally published on FreeDevKit . Retrieval Augmented Generation (RAG) architecture is a critical paradigm for developers seeking to enhance the accuracy, re

Dev.to AI 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago

RAG - Parent Retriever

RAG Pipeline Optimization Techniques The following techniques are commonly used to optimize a RAG pipeline: Semantic Caching Query Transformation and Expansion

Medium · Machine Learning 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago

Prompt Engineering for RAG: Designing the Context Window That Actually Works

Retrieval-Augmented Generation (RAG) is often described as a pipeline problem — retrieve documents, stuff them into a prompt, and generate… Continue reading on

Medium · AI 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago

Chunking Strategies for RAG

When people build RAG systems, they usually focus on: Continue reading on Medium »

Medium · Machine Learning 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago

Chunking Strategies for RAG

When people build RAG systems, they usually focus on: Continue reading on Medium »

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago

Chunking Strategies for RAG

When people build RAG systems, they usually focus on: Continue reading on Medium »

Medium · LLM 🔍 RAG & Vector Search ⚡ AI Lesson 2d ago

From Demo to Disaster: Why RAG Breaks in Production

The 10 production mistakes quietly hurting accuracy, increasing hallucinations, and preventing enterprise AI from delivering reliable… Continue reading on Cubed

Dev.to AI 🔍 RAG & Vector Search ⚡ AI Lesson 2d ago

RAG Cost Estimates: Token Counts, Embeddings, and Node.js Semantic Search

Short answer: For an ask-your-docs semantic search app, batch document indexing, estimate token spend before rollout, and send chat only the top retrieved chunk

Medium · Machine Learning 🔍 RAG & Vector Search ⚡ AI Lesson 3d ago

Stop Guessing with Embeddings: Exact-Match Document Retrieval

Building a high-precision RAG pipeline for complex financial documents Continue reading on Level Up Coding »

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 3d ago

RAG 2.0 vs Traditional RAG: What’s Changing for Enterprise AI?

Artificial intelligence (AI) has swiftly revolutionized how businesses handle information, automate procedures, and enhance consumer… Continue reading on Medium

Dev.to AI 🔍 RAG & Vector Search ⚡ AI Lesson 3d ago

RAG Retrieval Accuracy: 38%. After the Fix: 87%. The Model Was Never Touched.

That's a rebuild I shipped. The system: a RAG assistant for fraud analysts — ask it "how do we handle card testing followed by a successful auth?" and it should

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 3d ago

I measured the RAG technique menu on 46,000 chunks. Four things mattered.

Search “advanced RAG techniques” and you’ll get a list of twenty things: hybrid search, reranking, HyDE, query decomposition, contextual… Continue reading on Me

Medium · Programming 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago

I Replaced My Search API with Local RAG — The Results Surprised Me

For a long time, I believed a traditional search API was “good enough.” Continue reading on Medium »

Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago

I Replaced My Search API with Local RAG — The Results Surprised Me

For a long time, I believed a traditional search API was “good enough.” Continue reading on Medium »

Dev.to · Pavel Espitia 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago

Local RAG Over Audit Reports: Searching Five Years of Vulnerabilities Offline

Last month I was reviewing a vault contract and had that itch: I have seen this exact rounding bug...

Dev.to · Vinicius Fagundes 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago

My Favorite Constant in Retrieval Is 60. Nobody Tunes It. That's the Point.

Reciprocal rank fusion merges two ranked lists — say, BM25 results and vector-search results over...

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago

Announcing SAP Knowledge Pipeline: Turning SAP Business Data Into Citation-Ready RAG Knowledge

An open-source Python library for extracting OData and HANA records into secure, portable RAG contexts Continue reading on Medium »

Medium · LLM 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

Beyond Top-K: 11 RAG Strategies That Separate Demos from Production (And When to Skip Them)

A practitioner’s breakdown of the retrieval techniques worth knowing before you scale your RAG pipeline Continue reading on Medium »

Medium · AI 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

Types of RAG #2

Let’s start with rest of types: 1. Adaptive RAG 2. Speculative RAG 3. Corrective RAG 4. Modular RAG 5. Naive RAG 6. Advanced RAG 7. HyDE… Continue reading on Me

Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

Types of RAG #2

Let’s start with rest of types: 1. Adaptive RAG 2. Speculative RAG 3. Corrective RAG 4. Modular RAG 5. Naive RAG 6. Advanced RAG 7. HyDE… Continue reading on Me

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

Types of RAG #2

Let’s start with rest of types: 1. Adaptive RAG 2. Speculative RAG 3. Corrective RAG 4. Modular RAG 5. Naive RAG 6. Advanced RAG 7. HyDE… Continue reading on Me