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I Replaced My Search API with Local RAG — The Results Surprised Me
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1d 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 »
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Types of RAG #2
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 2d 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
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Vektör Veritabanlarına Giriş: Pinecone, Weaviate, Qdrant ve Chroma Karşılaştırması
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 3d ago
Vektör Veritabanlarına Giriş: Pinecone, Weaviate, Qdrant ve Chroma Karşılaştırması
Geçtiğimiz yazıda GraphRAG ile Neo4j ve OpenAI’ı birleştirerek geleneksel RAG sistemlerinin sınırlarını nasıl aşabileceğimizi konuşmuştuk… Continue reading on M
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The AI Series : The Hardest Part of RAG Is Not the Vector DB — It’s Parsing PDFs
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 2w ago
The AI Series : The Hardest Part of RAG Is Not the Vector DB — It’s Parsing PDFs
Lessons learned from building production-grade document AI systems, handling broken OCR, messy tables, and unstructured chaos. Continue reading on Medium »
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I Built RAG for 10 Million Documents. Here’s What Actually Stops Hallucination
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 3w ago
I Built RAG for 10 Million Documents. Here’s What Actually Stops Hallucination
What actually changes when you go from a 10K-document demo to a production system handling ten million, and why most RAG tutorials quietly… Continue reading on
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I Built RAG for 10 Million Documents. Here’s What Actually Stops Hallucination
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 3w ago
I Built RAG for 10 Million Documents. Here’s What Actually Stops Hallucination
What actually changes when you go from a 10K-document demo to a production system handling ten million, and why most RAG tutorials quietly… Continue reading on
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I Built RAG for 10 Million Documents. Here’s What Actually Stops Hallucination
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 3w ago
I Built RAG for 10 Million Documents. Here’s What Actually Stops Hallucination
What actually changes when you go from a 10K-document demo to a production system handling ten million, and why most RAG tutorials quietly… Continue reading on
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Why RAG Pipelines Fall Short
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 4w ago
Why RAG Pipelines Fall Short
The parts of a demo to skip and how to build them. Continue reading on AI Advances »
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Everyone Building RAG Pipelines in 2026 Is Already Behind.
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 4w ago
Everyone Building RAG Pipelines in 2026 Is Already Behind.
A few weeks ago I wrote about a $750,000 AI system I helped build. Not a chatbot, but a pipeline that took a huge pile of messy source… Continue reading on Medi
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When “Smart” Parsers Fail: Building a Hallucination-Resistant RAG System for the Constitution of…
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
When “Smart” Parsers Fail: Building a Hallucination-Resistant RAG System for the Constitution of…
A case study in why deterministic engineering sometimes beats expensive AI Continue reading on Medium »
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RAG Sistemlerini “Kara Kutu” Olmaktan Çıkarmak: Local-First Bir Gözlemlenebilirlik Aracı
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
RAG Sistemlerini “Kara Kutu” Olmaktan Çıkarmak: Local-First Bir Gözlemlenebilirlik Aracı
Bir RAG sistemi kurdunuz. Her şey harika çalışıyor, dokümanlar doğru geliyor, LLM güzel cevaplar veriyor… Ta ki ilk gerçek kullanıcılar… Continue reading on Med
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Production RAG Systems — 7 Lessons We Learned the Hard Way
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Production RAG Systems — 7 Lessons We Learned the Hard Way
Building a RAG demo takes an afternoon. Building a RAG system that works reliably in production — handling thousands of real business… Continue reading on Towar
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Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
The New Era of Retrieval: Evaluating Vectorless RAG and Pipeline Resilience
As AI architectures move beyond embedding-based search, the battleground shifts from optimization to data integrity. Here is how to defend… Continue reading on
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Building a Local Text-to-SQL RAG Pipeline: Architecture, Code, and Honest Trade-offs
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Building a Local Text-to-SQL RAG Pipeline: Architecture, Code, and Honest Trade-offs
Business users ask for reports. Data engineers write SQL. Continue reading on Medium »
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The 5 RAG Architectures and Exactly When to Use Each One in Production
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
The 5 RAG Architectures and Exactly When to Use Each One in Production
A deep, practical breakdown of every retrieval pattern worth knowing, with LangGraph and LlamaIndex. Continue reading on Towards AI »
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The OCR Library That Quietly Broke My Entire RAG Pipeline
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
The OCR Library That Quietly Broke My Entire RAG Pipeline
One pip install took down a working Kaggle notebook. Here is how I found the cause and fixed it for good. Continue reading on Medium »
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Is ChromaDB Silently Killing Your RAG Accuracy?
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Is ChromaDB Silently Killing Your RAG Accuracy?
You’ve probably seen a dozen “vector database comparison” articles by now. Most of them compare managed cloud services on someone else’s… Continue reading on Me
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How I Evaluated My Own RAG Pipeline (And Found Out It Was Worse Than I Thought)
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
How I Evaluated My Own RAG Pipeline (And Found Out It Was Worse Than I Thought)
I had a RAG system that “worked.” Then I measured it properly — and found a bug that was silently throwing away 70% of my best retrieved… Continue reading on Me
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Migrating RAG Pipelines: From a Python Prototype to an ASP.NET Core Backend
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Migrating RAG Pipelines: From a Python Prototype to an ASP.NET Core Backend
How shifting a vector workload to ASP.NET Core and MongoDB Atlas exposes the complexities of vector index validation, data schema… Continue reading on Medium »
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Your RAG App Will Fail in Production. Here’s the Architecture That Won’t.
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Your RAG App Will Fail in Production. Here’s the Architecture That Won’t.
I built a 9-service, multi-tenant RAG system — with hybrid search, automated evaluation, and Kubernetes auto-scaling — and open-sourced… Continue reading on Med
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RAG Explained for Non-Engineers: How I Built an AI-Powered Economic and Financial Research Tool
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
RAG Explained for Non-Engineers: How I Built an AI-Powered Economic and Financial Research Tool
I am not a software engineer. My background is in applied economics — econometric modelling, regression analysis, policy research, and… Continue reading on Medi
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I Built an Adaptive RAG System That Routes Queries by Complexity.
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
I Built an Adaptive RAG System That Routes Queries by Complexity.
Three retrieval tiers, a Go + Python architecture over gRPC, and an honest benchmark across 180 questions judged by three frontier LLMs. Continue reading on Gen
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Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Chunking Your Way to Better RAG: Explaining the different types of Text Splitters in LangChain
You’ve set up your RAG pipeline. You have your vector store, your embedding model, your LLM. But your retrieval quality is mediocre, the… Continue reading on Me
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Building a RAG Document Q&A Assistant with IBM Granite in Google Colab
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Building a RAG Document Q&A Assistant with IBM Granite in Google Colab
Retrieval-Augmented Generation, usually shortened to RAG, is one of the most practical ways to make large language models useful on… Continue reading on Medium
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