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Pini Shvartsman | Technology Leader · AI Transformation & Autonomous Engineering

RAG

Amazon S3 Vectors: When Storage Learns to Think

·1938 words·10 mins
AWS S3 Vector Database AI RAG Machine Learning Cloud Infrastructure
AWS just turned S3 into a vector database. It’s not the fastest option out there, but it might be the one that changes how we think about AI …

So, You've Built a RAG. Now Let's Make It Not Suck.

·2357 words·12 mins
AI RAG LLM Production Systems Machine Learning Vector Search
Your basic RAG works in the demo. It falls apart with real users. Here’s how to upgrade from a fragile prototype to a production system that …

RAG for Developers: A No-BS Introduction

·1042 words·5 mins
AI RAG LLM Developer Productivity Machine Learning
Developers keep asking me to explain RAG. Here’s the straightforward explanation: it’s the difference between an AI that makes stuff up …