The Evolution of Edge AI: Contextual Awareness and Generative Intelligence

We are witnessing a rapid transition from traditional AI to generative AI in the cloud. This is driving increased demands in the high-performance computing domain. However, to support this shift sustainably, edge AI technologies are advancing, including hardware accelerators (NPU) in microcontrollers and disruptive technologies like in-memory and neuromorphic computing. These developments, along with optimized large language models, enable more efficient. AI and generative AI solutions for edge products. Contextual awareness has profound transformative potential for AI for edge devices. Advanced sensing technologies and generative AI will revolutionize interactions with the world, allowing AI to adapt based on localized experiences and migrate seamlessly across devices. These innovations will drive the future of technology, making it more cognitive, generative, and interactive, ultimately leading to smarter, more connected and more sustainable solutions.

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Publication Details

Published
2025-06-08
DOI
https://doi.org/10.23919/vlsitechnologyandcir65189.2025.11075169
Primary Topic
Visual Attention and Saliency Detection
Type
article
Field-Weighted Citation Impact
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article

The Evolution of Edge AI: Contextual Awareness and Generative Intelligence

A. Cremonesi
Visual Attention and Saliency Detection
article

The Evolution of Edge AI: Contextual Awareness and Generative Intelligence

A. Cremonesi
article en

Abstract

We are witnessing a rapid transition from traditional AI to generative AI in the cloud. This is driving increased demands in the high-performance computing domain. However, to support this shift sustainably, edge AI technologies are advancing, including hardware accelerators (NPU) in microcontrollers and disruptive technologies like in-memory and neuromorphic computing. These developments, along with optimized large language models, enable more efficient. AI and generative AI solutions for edge products. Contextual awareness has profound transformative potential for AI for edge devices. Advanced sensing technologies and generative AI will revolutionize interactions with the world, allowing AI to adapt based on localized experiences and migrate seamlessly across devices. These innovations will drive the future of technology, making it more cognitive, generative, and interactive, ultimately leading to smarter, more connected and more sustainable solutions.

STMicroelectronics (Czechia) (CZ), STMicroelectronics (Italy) (IT)
Openalex Percentile: Top 82%
Visual Attention and Saliency Detection
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