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RAG & Vector Search Reads

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All Articles 85,896Blog Posts 107,335Tech Tutorials 21,183Research Papers 18,609News 14,229 ⚡ AI Lessons
From Python to C++23: Cutting RAG Retrieval Latency from ~800ms to ~35ms
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 3h ago
From Python to C++23: Cutting RAG Retrieval Latency from ~800ms to ~35ms
A production story about porting a FastAPI-based legal RAG system to C++23 with Drogon, Qdrant, and llama.cpp, with real benchmark numbers… Continue reading on
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Entity Resolution in Knowledge Graphs: The Math Behind Clean AI Context
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 4h ago
Entity Resolution in Knowledge Graphs: The Math Behind Clean AI Context
How similarity scores, graph relationships, and confidence thresholds help build reliable enterprise RAG systems. Continue reading on Medium »
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Dev.to AI 🔍 RAG & Vector Search ⚡ AI Lesson 9h ago
RAG Rerank: the Highest-Leverage Upgrade to Your Retrieval Pipeline
If your RAG app sometimes answers from the wrong document even though the right one was in your database, the fix usually isn't a better embedding model — it's
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I’d never buy a managed RAG service again
Medium · Machine Learning 🔍 RAG & Vector Search ⚡ AI Lesson 12h ago
I’d never buy a managed RAG service again
Eighteen months ago I was the person writing the vendor recommendation. We needed document search across a messy corpus: support tickets… Continue reading on Me
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Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 19h ago
I Spent a Week Designing the “Perfect” Code-RAG Engine. Then the Research Told Me to Delete It.
A story about building a code-context tool for AI agents — and discovering that the best version of it barely uses the thing I’d centered… Continue reading on M
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Scaling Enterprise RAG for Business Documents: The Engineering Decisions That Actually Matter
Medium · Machine Learning 🔍 RAG & Vector Search ⚡ AI Lesson 21h ago
Scaling Enterprise RAG for Business Documents: The Engineering Decisions That Actually Matter
A practical guide to building a retrieval system that works — and one that can grow Continue reading on Medium »
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Scaling Enterprise RAG for Business Documents: The Engineering Decisions That Actually Matter
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 21h ago
Scaling Enterprise RAG for Business Documents: The Engineering Decisions That Actually Matter
A practical guide to building a retrieval system that works — and one that can grow Continue reading on Medium »
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Dev.to AI 🔍 RAG & Vector Search ⚡ AI Lesson 23h ago
Why Retrieval Quality Can Matter More Than Model Quality in RAG Systems
One thing that stands out while working with RAG systems is how much influence the retriever has on the final answer. A common assumption is that improving the
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Why a RAG Pipeline Is Becoming Essential for Enterprise AI Strategies
Medium · AI 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago
Why a RAG Pipeline Is Becoming Essential for Enterprise AI Strategies
Artificial intelligence has moved from experimentation to execution. Businesses are using it to serve customers better, speed up… Continue reading on Medium »
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Building Production RAG Systems: The Hidden Complexity Behind “Smart” Company Chatbots
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago
Building Production RAG Systems: The Hidden Complexity Behind “Smart” Company Chatbots
So you’re building a chatbot. Simple project, right? Just a little popup bubble on your company’s “About Us” page that answers employee… Continue reading on Med
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Medium · Machine Learning 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago
Day 9: Retrieval-Augmented Generation (RAG) Explained Simply (For DevOps & Cloud Engineers)
 This is part of my 60-Day Agentic AI Series Continue reading on Medium »
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Medium · DevOps 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago
Day 9: Retrieval-Augmented Generation (RAG) Explained Simply (For DevOps & Cloud Engineers)
 This is part of my 60-Day Agentic AI Series Continue reading on Medium »
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From kubectl to GitOps
Medium · DevOps 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago
From kubectl to GitOps
Provisioning and Deploying a RAG System with Terraform and ArgoCD Continue reading on Medium »
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Towards Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 2d ago
Parse PDFs for RAG Locally with Docling: Rich Tables, No Cloud Upload
Enterprise Document Intelligence [Vol.1 #5ter] - Table cells, OCR, captions, headings: cloud-grade structure, running on your own machine. No key, no per-page b
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Dev.to AI 🔍 RAG & Vector Search ⚡ AI Lesson 2d ago
Your RAG stack depends on your data. I measured how much.
If you've read more than three RAG tutorials, you've absorbed the same advice I have. Use hybrid search, not just dense. Agonise over your chunking strategy. Re
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Towards Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 3d ago
When PyMuPDF Can’t See the Table: Parse PDFs for RAG with Azure Layout
Enterprise Document Intelligence [Vol.1 #5bis] - The same relational tables. Native table cells. OCR for scanned pages and images. Captions and headings without
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Spring AI Recipe: Tool-Based RAG
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 3d ago
Spring AI Recipe: Tool-Based RAG
Traditional RAG retrieves context for every question, whether it’s needed or not. Continue reading on Medium »
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I Built a Semantic Search Engine from Scratch — No LangChain, No Magic, Just Raw Components
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago
I Built a Semantic Search Engine from Scratch — No LangChain, No Magic, Just Raw Components
How I went from “what is pgvector” to a fully deployed two-stage search engine with 11 failures along the way. Continue reading on Medium »
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Medium · Machine Learning 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago
You Probably Don’t Need a Vector Database - If Your Data Already Lives in BigQuery
How I built an end-to-end RAG proof-of-concept in pure SQL: no new infrastructure, no data movement, and pay-per-query cost. Continue reading on Medium »
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Not All Knowledge Belongs in the Same Vector Store
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago
Not All Knowledge Belongs in the Same Vector Store
An AI engineering lesson from building a peer health community Continue reading on Medium »
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Do You Really Understand Rerankers in RAG — Or Are You Just Saying I am an expert in RAG?
Medium · Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago
Do You Really Understand Rerankers in RAG — Or Are You Just Saying I am an expert in RAG?
Everyone says they understand RAG. Continue reading on Medium »
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Do You Really Understand Rerankers in RAG — Or Are You Just Saying I am an expert in RAG?
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago
Do You Really Understand Rerankers in RAG — Or Are You Just Saying I am an expert in RAG?
Everyone says they understand RAG. Continue reading on Medium »
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Towards Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago
Stop Returning Flat Text from a PDF: The Relational Shape RAG Needs
Enterprise Document Intelligence [Vol.1 #5B] - One PDF in, a relational set of DataFrames out: lines, pages, TOC, images, cross-references, captions, spans, and
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RAG Evaluation Technical Guide
Medium · LLM 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago
RAG Evaluation Technical Guide
Good RAG is not only about better answers. It is about measurable, traceable, and trustworthy answers. Continue reading on Towards AI »
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