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📰 Medium · Python

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Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago
Building a Vision-Based RAG Pipeline: What I Learned From a 17%→43% Retrieval Improvement
My ColPali RAG pipeline outperforms a general RAG system in a specific but important way. Unlike typical text RAG, which breaks documents… Continue reading on M
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Three RAG Best Practices That Didn’t Earn Their Keep
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 2w ago
Three RAG Best Practices That Didn’t Earn Their Keep
What 750 test questions said about query rewriting, agentic retrieval, and bigger candidate pools. Continue reading on Medium »
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The One Mistake That Kills RAG Pipelines
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
The One Mistake That Kills RAG Pipelines
You spent weeks building your RAG pipeline. The embeddings are solid, the vector database is tuned, the LLM is perfect. So why does it… Continue reading on Bong
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I Built a Production RAG System for Indian Law and Refused to Trust It Until I Measured It
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
I Built a Production RAG System for Indian Law and Refused to Trust It Until I Measured It
How I turned a stack of legal PDFs into a chatbot that cites the exact section of the law, and why the evaluation scores, not the demo… Continue reading on Towa
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Building an Enterprise-Grade Advanced RAG System: What It Took Beyond the Demo
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Building an Enterprise-Grade Advanced RAG System: What It Took Beyond the Demo
Most Retrieval-Augmented Generation tutorials end when a model can answer a question from a PDF. Continue reading on Medium »
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Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Reliable Search Workflows Need More Than Retry Everything
When a search workflow fails, the first instinct is often simple: retry it. Continue reading on Medium »
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Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Understanding RAG by Building My First Local AI Assistant
I kept running into the same wall. Continue reading on Medium »
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7 RAG Mistakes That Are Quietly Wrecking Your Retrieval Accuracy
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
7 RAG Mistakes That Are Quietly Wrecking Your Retrieval Accuracy
Your RAG pipeline runs. It returns answers. In your demo, it looks great — you ask it three questions you already know the answers to, and… Continue reading on
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I Replaced My Search API with Local RAG — The Results Surprised Me
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo 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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The RAG System I Built That Actually Works — And Why 90% of Tutorials Are Teaching You Wrong
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
The RAG System I Built That Actually Works — And Why 90% of Tutorials Are Teaching You Wrong
How I stopped following the “chunk, embed, pray” playbook and built a retrieval pipeline that returns the right answer when the user asks… Continue reading on M
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Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Learning Backend Foundations to Build My Peter Parker RAG Project: Understanding HTTP Exceptions…
By Sai Pranav Moluguri Continue reading on Medium »
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Types of RAG #2
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo 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 1mo 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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Building a Local RAG Application Was Easier Than I Expected — Here’s My Complete Workflow
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Building a Local RAG Application Was Easier Than I Expected — Here’s My Complete Workflow
I used to think Retrieval-Augmented Generation (RAG) was something only large companies with dedicated AI teams could build. Continue reading on Medium »
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Il mio chatbot AI sembrava intelligente… poi ho scoperto che sbagliava
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
Il mio chatbot AI sembrava intelligente… poi ho scoperto che sbagliava
Come costruire, testare e migliorare un sistema RAG con Ragas Continue reading on Medium »
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RAG Evaluation, Part 2: Does Embedding Quality Justify the Cost?
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
RAG Evaluation, Part 2: Does Embedding Quality Justify the Cost?
A Vertex AI benchmark with real production numbers — recall, precision, latency, and what the trade-off actually looks like Continue reading on Medium »
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71% of My RAG Pipeline’s Errors Weren’t Hallucinations, They Were a Calendar Problem
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
71% of My RAG Pipeline’s Errors Weren’t Hallucinations, They Were a Calendar Problem
How I debugged a financial RAG system, found that the model couldn’t reliably tell one fiscal year from another, and what fixing that… Continue reading on Mediu
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The Night I Stopped Laughing at Java
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
The Night I Stopped Laughing at Java
It was 2 a.m., and our RAG pipeline was dying. Continue reading on Medium »
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I Was Wrong About Chunking.
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
I Was Wrong About Chunking.
My Part 1 RAG app had a dirty secret: the “smart” chunking was just glorified scissors. This is the story of building a malicious PDF to… Continue reading on Me
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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 1mo 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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RAG ne suffisait pas : j’ai construit un assistant IT GraphRAG souverain mon retour d’expérience
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
RAG ne suffisait pas : j’ai construit un assistant IT GraphRAG souverain mon retour d’expérience
Comment je suis passé d’une idée de chatbot de support IT à un pipeline GraphRAG complet hébergé en Suisse, testé de bout en bout, et… Continue reading on Mediu
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Text-to-SQL RAG App with Milvus & Mistral for Telehealth Consultation Metric Analysis (With Python…
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 2mo ago
Text-to-SQL RAG App with Milvus & Mistral for Telehealth Consultation Metric Analysis (With Python…
Build a healthcare-focused Text-to-SQL RAG system using Milvus and Mistral to analyze telehealth consultation metrics Continue reading on Medium »
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Stop Mocking Your Vector Databases: A Better Way to Test RAG Apps in CI/CD
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 2mo ago
Stop Mocking Your Vector Databases: A Better Way to Test RAG Apps in CI/CD
Building AI in a Jupyter Notebook is easy. Getting it to pass integration tests in a GitHub Actions runner without melting the server is a… Continue reading on
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How to Release a RAG Chatbot to Production with Confidence: A 5-Stage Testing Strategy
Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 2mo ago
How to Release a RAG Chatbot to Production with Confidence: A 5-Stage Testing Strategy
Most RAG systems don’t fail because of bad models. Continue reading on Medium »
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