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Architectural Foundations of LLM Embeddings: A Technical Guide to Vector Representations

Have you ever wondered how computers understand words and sentences? Unlike humans, machines don’t “read” text—they process numbers. That’s where embeddings come in. Embeddings convert words, sentences, or even entire documents into numerical vectors (lists of numbers) that computers can work with. Large Language Models (LLMs) like ChatGPT rely on embeddings to grasp meaning, find […]

Technology, Design

High Level Design (HLD) Explained for Backend Engineers

In the world of software engineering, high-level system design (HLD) is the art of zooming out. While low-level design focuses on class hierarchies, logic, and specific code snippets, HLD is concerned with the macroscopic view of a system. It defines how data flows, how components interact, and how a platform survives under the weight of

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LLM Embeddings: A Technical and Visual Architecture Overview

Artificial Intelligence (AI) seems like magic to most of us. You ask a question, and the computer gives you a perfect answer. But beneath the surface, computers don’t actually understand words the way humans do. They don’t know what a “cat” is or what “love” feels like. To a computer, everything is just a series

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