---
title: "Artem Mukhopad (@mukhopadsdh) | Hashnode"
description: "DevOps, development, and the tools modern teams rely on. Read the latest articles by Artem Mukhopad on Hashnode."
url: "https://hashnode.com/@mukhopadsdh"
---

@mukhopadsdh

# Artem Mukhopad

@mukhopadsdh · Joined June 2025

DevOps, development, and the tools modern teams rely on.

### [Enterprise AI Is Quietly Becoming a Systems Engineering Discipline](https://software-development-hub.hashnode.dev/enterprise-ai-is-quietly-becoming-a-systems-engineering-discipline?utm_source=hashnode&utm_medium=feed)

For several years, enterprise AI conversations largely revolved around experimentation. Companies explored chatbots, tested generative AI tools, evaluated machine learning models, and launched pilot p

7 min read · [software-development-hub.hashnode.dev](https://software-development-hub.hashnode.dev/enterprise-ai-is-quietly-becoming-a-systems-engineering-discipline?utm_source=hashnode&utm_medium=feed)

[May 22](https://hashnode.com/posts/enterprise-ai-is-quietly-becoming-a-systems-engineering-discipline/6a106bbc1f237623ea040894)

### [The Rise of “AI Middleware”: The Layer No One Talks About](https://software-development-hub.hashnode.dev/the-rise-of-ai-middleware-the-layer-no-one-talks-about?utm_source=hashnode&utm_medium=feed)

When people discuss artificial intelligence, the conversation usually focuses on models. Which model performs better.Which one generates the best responses.Which company released the latest breakthrou

7 min read · [software-development-hub.hashnode.dev](https://software-development-hub.hashnode.dev/the-rise-of-ai-middleware-the-layer-no-one-talks-about?utm_source=hashnode&utm_medium=feed)

[May 8](https://hashnode.com/posts/the-rise-of-ai-middleware-the-layer-no-one-talks-about/69fda3566fb09594bd22c449)

### [Build vs Buy in Machine Learning: When Should You Go Custom?](https://software-development-hub.hashnode.dev/build-vs-buy-in-machine-learning-when-should-you-go-custom?utm_source=hashnode&utm_medium=feed)

As machine learning becomes a core capability for modern businesses, a critical question emerges early in the journey. Should you build your own machine learning solution or rely on existing tools and

7 min read · [software-development-hub.hashnode.dev](https://software-development-hub.hashnode.dev/build-vs-buy-in-machine-learning-when-should-you-go-custom?utm_source=hashnode&utm_medium=feed)

[Apr 28](https://hashnode.com/posts/build-vs-buy-in-machine-learning-when-should-you-go-custom/69f0926b10a70b33359966b7)

### [Building Future-Proof Systems: Why Portability Is the New Standard](https://software-development-hub.hashnode.dev/building-future-proof-systems-why-portability-is-the-new-standard?utm_source=hashnode&utm_medium=feed)

Technology environments are evolving at a pace that few organizations could have predicted even a few years ago. New tools, platforms, and frameworks emerge constantly, while business expectations con

7 min read · [software-development-hub.hashnode.dev](https://software-development-hub.hashnode.dev/building-future-proof-systems-why-portability-is-the-new-standard?utm_source=hashnode&utm_medium=feed)

[Apr 17](https://hashnode.com/posts/building-future-proof-systems-why-portability-is-the-new-standard/69e23f2ffd22b8ad6234306a)

### [The Hidden Cost of Bad Data in RAG Systems](https://software-development-hub.hashnode.dev/the-hidden-cost-of-bad-data-in-rag-systems?utm_source=hashnode&utm_medium=feed)

Retrieval-Augmented Generation (RAG) is often presented as a solution to one of AI’s biggest challenges: unreliable outputs. By connecting a language model to external data, RAG promises more accurate

6 min read · [software-development-hub.hashnode.dev](https://software-development-hub.hashnode.dev/the-hidden-cost-of-bad-data-in-rag-systems?utm_source=hashnode&utm_medium=feed)

[Apr 2](https://hashnode.com/posts/the-hidden-cost-of-bad-data-in-rag-systems/69ce3dc32d4d5bd0f0ecf33e)