---
title: "Meaning & Key Takeaway of: It is difficult to make good scalable use…"
description: "\"It is difficult to make good scalable use of a CPU like you can of a graphics card. You certainly don't want 'better or worse' physics or AI in your ga..."
image: "https://sms4smile.com/quotes/i/121/john-carmack-15030_cards_it-is-difficult-to-make-good-scalable-us_1021997.jpg"
---

#  It is difficult to make good scalable use of a CPU like…

![“It is difficult to make good scalable use of a CPU like you can of a graphics card. You certainly don't want 'better or worse' physics or AI in your game” quote by John Carmack](https://sms4smile.com/quotes/i/121/john-carmack-15030_cards_it-is-difficult-to-make-good-scalable-us_1021997.jpg)   [Download](https://sms4smile.com/quotes/i/121/john-carmack-15030_cards_it-is-difficult-to-make-good-scalable-us_1021997.jpg) [Open image](https://sms4smile.com/quotes/i/121/john-carmack-15030_cards_it-is-difficult-to-make-good-scalable-us_1021997.jpg)

> “It is difficult to make good scalable use of a CPU like you can of a graphics card. You certainly don't want 'better or worse' physics or AI in your game”

[John Carmack](https://sms4smile.com/quotes/author/john-carmack/)

## About This Quote

This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation.

CPU architecture is less suited for parallel tasks than GPUs; choosing hardware matters for performance.

**In simple terms:** GPUs handle parallel work better.

Key Takeaway

Match tasks to optimal hardware.

Themes

technology performance hardware software

Mood

analytical technical

Type

technical advisory

When to use this quote

- game development
- AI research
- physics simulation

Key Concepts

parallel computing system design

Questions to Reflect On

- What tasks are best for CPUs?
- How to balance CPU and GPU workloads?

A Different Perspective

GPUs also have limitations like power consumption.

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[Games](https://sms4smile.com/quotes/about/games/) [Physics](https://sms4smile.com/quotes/about/physics/) [Video](https://sms4smile.com/quotes/about/video/)

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