KNCMAP AI The Core of RAG Systems

The Core of RAG Systems: Embedding Models, Chunking, Vector Databases

In the age of large language models (LLMs), Retrieval-Augmented Generation (RAG) has emerged as one of the most powerful approaches for building intelligent applications. Whether you’re creating a chatbot, a document assistant, or an enterprise knowledge engine, three pillars make RAG work: embedding models, chunking, and vector databases. This article breaks down what they are,…

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Monolithic vs Microservices Architecture

Monolithic vs Microservices Architecture: Key Differences, Pros & Cons (2025 Guide)

When building modern applications, one of the biggest decisions developers face is how to structure their software. Should you keep everything under a single, unified codebase (monolithic architecture) or break the application into smaller, independent services (microservices architecture)? The choice affects scalability, team collaboration, deployment strategy, and even the future growth of your business. There’s…

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introduction to quantum computing

Have you ever heard of quantum computers that can do things regular computers can’t.

Have you ever heard of a computer that can do things regular computers can’t? These special computers are called quantum computers. They are different from the computer you use at home or school because they use something called “qubits” instead of regular “bits”. In this article, we’ll explore the fascinating world of quantum computers! We’ll break down how…

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Everything You Need to Know About SciPy

Everything You Need to Know About SciPy

What is SciPy? SciPy is an interactive Python session used as a data-processing library that is made to compete with its rivalries such as MATLAB, Octave, R-Lab, etc. It has many user-friendly, efficient, and easy-to-use functions that help to solve problems like numerical integration, interpolation, optimization, linear algebra, and statistics. The benefit of using the…

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