# Maximize Spectral Efficiency with AI-Native RAN and NVIDIA AI Aerial

DevFeed: [Maximize Spectral Efficiency with AI-Native RAN and NVIDIA AI Aerial](<https://devfeed.tech/articles/maximize-spectral-efficiency-with-ai-native-ran-and-nvidia-ai-aerial-6881.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/maximize-spectral-efficiency-with-ai-native-ran-and-nvidia-ai-aerial/>)

Author: Michelle Horton

Published: 2026-07-07T17:00:00Z

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: [GPU](<https://devfeed.tech/topics/gpu.md>), [cpu](<https://devfeed.tech/topics/cpu.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-networking](<https://devfeed.tech/tags/ai-networking.md>), [algorithms](<https://devfeed.tech/tags/algorithms.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [compute](<https://devfeed.tech/tags/compute.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [developer-tools-techniques](<https://devfeed.tech/tags/developer-tools-techniques.md>), [edge-computing](<https://devfeed.tech/tags/edge-computing.md>), [featured](<https://devfeed.tech/tags/featured.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [networking-communications](<https://devfeed.tech/tags/networking-communications.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [performance](<https://devfeed.tech/tags/performance.md>)

## AI overview

The article explains how GPU acceleration and an AI-native RAN architecture can improve spectral efficiency in Massive MIMO deployments. It describes using more complex Layer 1 and Layer 2 tracking, scheduling, channel-estimation, and beamforming algorithms to improve throughput and quality of service.

## Source excerpt

Spectrum is one of the most valuable assets in wireless communications. Over the last 30 years, telecom operators in the US have spent more than $240B to...