The AI Inflection Point Isn’t in the Cloud, It’s at the Edge

October 26, 2025

, By The New Stack

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AI model development has reached an inflection point, bringing high-performance computing capabilities typically reserved for the cloud out to edge devices. It’s a refreshing perspective compared to the all-consuming nature of large language models (LLMs) and the GPUs needed to run them.

“You’re gonna run out of compute, power, energy and money at some point,” said Zach Shelby, CEO and co-founder of Edge Impulse, a Qualcomm Technologies company. “We want to deploy [generative AI] so broadly. It’s not scalable, right? And then it…

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The AI Inflection Point Isn’t in the Cloud, It’s at the Edge

October 26, 2025

, Published By The New Stack

AI model development has reached an inflection point, bringing high-performance computing capabilities typically reserved for the cloud out to edge devices. It’s a refreshing perspective compared to the all-consuming nature of large language models (LLMs) and the GPUs needed to run them.

“You’re gonna run out of compute, power, energy and money at some point,” said Zach Shelby, CEO and co-founder of Edge Impulse, a Qualcomm Technologies company. “We want to deploy [generative AI] so broadly. It’s not scalable, right? And then it…

Disclaimer

We strive to uphold the highest ethical standards in all of our reporting and coverage. We StartupNews.fyi want to be transparent with our readers about any potential conflicts of interest that may arise in our work. It’s possible that some of the investors we feature may have connections to other businesses, including competitors or companies we write about. However, we want to assure our readers that this will not have any impact on the integrity or impartiality of our reporting. We are committed to delivering accurate, unbiased news and information to our audience, and we will continue to uphold our ethics and principles in all of our work. Thank you for your trust and support.

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Previous News

Bengaluru educated techie uses ChatGPT for job search, lands 7 interviews in just two months: here’s what he did

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The two (or three) reasons I may not buy the iPhone Fold

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