---
title: "Discussion on \"The GenAI Paradox: Why “Buying” Managed Infrastructure Is the Only Way to “Build” Effectively\" | Hashnode"
description: "Discussion on \"The GenAI Paradox: Why “Buying” Managed Infrastructure Is the Only Way to “Build” Effectively\". A CTO’s perspective on the real architectural trade-offs between self-hosted LLM stacks and serverless inference chains."
url: "https://hashnode.com/posts/the-genai-paradox-why-buying-managed-infrastructure-is-the-only-way-to-build-effectively/6973c324df45f8d000797a07"
---

[Feed](https://hashnode.com/feed) /

Discussion

# [The GenAI Paradox: Why “Buying” Managed Infrastructure Is the Only Way to “Build” Effectively](https://genaiguru.hashnode.dev/the-genai-paradox-why-buying-managed-infrastructure-is-the-only-way-to-build-effectively?utm_source=hashnode&utm_medium=feed)

A CTO’s perspective on the real architectural trade-offs between self-hosted LLM stacks and serverless inference chains.

Jan 23 · 4 min read · genaiguru.hashnode.dev  
Read the article

-   [#devops](https://hashnode.com/tag/devops)
-   [#system-design](https://hashnode.com/tag/system-design)
-   [#generative-ai](https://hashnode.com/tag/generative-ai)
-   [#aws](https://hashnode.com/tag/aws)
-   [#engineering-management](https://hashnode.com/tag/engineering-management)
-   [#engineering-leadership](https://hashnode.com/tag/engineering-leadership)

## Written by

[Dhananjay Lakkawar](https://hashnode.com/@lakkawardhananjay)

@lakkawardhananjay

  
[View profile](https://hashnode.com/@lakkawardhananjay)

Cloud Architect & AI Engineer. Building scalable systems on cloud.

AI/ Cloud Native Engineer passionate about the intersection of cloud and Modern AI. I focus on the hard parts of engineering: cost optimization, security at scale, and the architectural patterns required to move Generative AI from a messy notebook to a production-grade system. I write to document what actually works in production.

## Responses

Markdown supported · ⌘↵ to post

No responses yet.