# AI Model Co-Design: Hardware-Friendly LLM Design

DevFeed: [AI Model Co-Design: Hardware-Friendly LLM Design](<https://devfeed.tech/articles/ai-model-co-design-hardware-friendly-llm-design-6762.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/ai-model-co-design-hardware-friendly-llm-design/>)

Author: Elizabeth Goodman

Published: 2026-07-10T16:36:02Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>)

Tags: [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-inference](<https://devfeed.tech/tags/ai-inference.md>), [data-center-cloud](<https://devfeed.tech/tags/data-center-cloud.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [design](<https://devfeed.tech/tags/design.md>), [developer-tools-techniques](<https://devfeed.tech/tags/developer-tools-techniques.md>), [developers](<https://devfeed.tech/tags/developers.md>), [featured](<https://devfeed.tech/tags/featured.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [inference-performance](<https://devfeed.tech/tags/inference-performance.md>), [latency](<https://devfeed.tech/tags/latency.md>), [llm](<https://devfeed.tech/tags/llm.md>), [llms](<https://devfeed.tech/tags/llms.md>), [model](<https://devfeed.tech/tags/model.md>), [performance](<https://devfeed.tech/tags/performance.md>), [training](<https://devfeed.tech/tags/training.md>), [training-ai-models](<https://devfeed.tech/tags/training-ai-models.md>), [vlms](<https://devfeed.tech/tags/vlms.md>)

## AI overview

A practical primer on designing LLMs for modern hardware while balancing accuracy, throughput, and responsiveness. It explains how context length and latency or throughput goals change the importance of attention, feed-forward layers, and parallelism.

## Source excerpt

AI performance comes down to three dimensions: Accuracy: How well the model reasons and produces outputs Throughput: How many tokens per second a...