The AI Industry’s Scaling Obsession Is Headed for a Cliff

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A new study data-offer-url=”https://arxiv.org/abs/2507.07931″ class=”external-link” data-event-click=”{"element":"ExternalLink","outgoingURL":"https://arxiv.org/abs/2507.07931"}” href=”https://arxiv.org/abs/2507.07931″ rel=”nofollow noopener” target=”_blank”>from MIT suggests the biggest and most computationally intensive AI models may soon offer diminishing returns compared to smaller models. By mapping scaling laws against continued improvements in model efficiency, the researchers found that it could become harder to wring leaps in performance from giant models whereas efficiency gains could make models running on more modest hardware increasingly capable over the next decade.

“In the next five to 10 years, things are very likely to start…



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The AI Industry’s Scaling Obsession Is Headed for a Cliff


A new study data-offer-url=”https://arxiv.org/abs/2507.07931″ class=”external-link” data-event-click=”{"element":"ExternalLink","outgoingURL":"https://arxiv.org/abs/2507.07931"}” href=”https://arxiv.org/abs/2507.07931″ rel=”nofollow noopener” target=”_blank”>from MIT suggests the biggest and most computationally intensive AI models may soon offer diminishing returns compared to smaller models. By mapping scaling laws against continued improvements in model efficiency, the researchers found that it could become harder to wring leaps in performance from giant models whereas efficiency gains could make models running on more modest hardware increasingly capable over the next decade.

“In the next five to 10 years, things are very likely to start…



Source link

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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