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175 articles · Updated every 3 hours · View all reads

All Articles 88,430Blog Posts 108,028Tech Tutorials 21,929Research Papers 18,910News 14,553 ⚡ AI Lessons
RAG Without the Hype: What Retrieval-Augmented Generation Actually Takes to Work in Production
Medium · NLP 🔍 RAG & Vector Search ⚡ AI Lesson 35m ago
RAG Without the Hype: What Retrieval-Augmented Generation Actually Takes to Work in Production
Chunking, embedding, and retrieval each have failure modes that the tutorials skip. Continue reading on Medium »
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Why Your RAG Pipeline Will Break
Medium · Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 11h ago
Why Your RAG Pipeline Will Break
I Tested RAG at 10 Million Documents. Here’s What Nobody Tells You About Scale. Continue reading on Medium »
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Stop Stuffing the Prompt: The Next RAG Debate Is Whether AI Should Search or Think
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 23h ago
Stop Stuffing the Prompt: The Next RAG Debate Is Whether AI Should Search or Think
For the last few years, the default fix for a shaky AI answer has been simple: give the model more context. Continue reading on Medium »
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My RAG Said We’re Compatible, So I Went on This Date
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago
My RAG Said We’re Compatible, So I Went on This Date
It was drizzling steadily one afternoon, and I was dipping my feet in a puddle on my balcony while tapping furiously to a nice gentleman… Continue reading on Me
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Fixed-Size Chunking Is Killing Your RAG App. Here’s What Actually Works.
Medium · Machine Learning 🔍 RAG & Vector Search ⚡ AI Lesson 1d ago
Fixed-Size Chunking Is Killing Your RAG App. Here’s What Actually Works.
You asked your RAG app a question last week, got an answer that sounded confident and polished, and only later realized it was wrong in a… Continue reading on M
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From Python to C++23: Cutting RAG Retrieval Latency from ~800ms to ~35ms
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 2d 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 2d 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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I’d never buy a managed RAG service again
Medium · Machine Learning 🔍 RAG & Vector Search ⚡ AI Lesson 2d 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 2d 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 2d 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 2d 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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Building Production RAG Systems: The Hidden Complexity Behind “Smart” Company Chatbots
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 3d 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 3d 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 3d 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 4d ago
From kubectl to GitOps
Provisioning and Deploying a RAG System with Terraform and ArgoCD Continue reading on Medium »
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Spring AI Recipe: Tool-Based RAG
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 5d 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 6d 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 6d 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 6d 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 6d 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 6d 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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RAG Evaluation Technical Guide
Medium · LLM 🔍 RAG & Vector Search ⚡ AI Lesson 1w 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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The RAG Memory Problem: Why TurboVec Might Be More Important Than Another Bigger LLM
Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago
The RAG Memory Problem: Why TurboVec Might Be More Important Than Another Bigger LLM
The Rust-powered vector index that skips the “study your data first” phase Continue reading on Medium »
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I Built a RAG System and Barely Thought About AI
Medium · LLM 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago
I Built a RAG System and Barely Thought About AI
When you start working on AI-powered applications, the conversation around you is almost entirely about models. Continue reading on Medium »
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