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Fractal basin geometry and the limits to predictability and reproducibility in deep learning
ResearchNature Machine Intelligence3 days ago

Fractal basin geometry and the limits to predictability and reproducibility in deep learning

Nature Machine Intelligence, Published online: 05 November 2026; doi:10.1038/s42256-026-01336-3Deep learning outcomes are hard to predict and reproduce. Ly and Gong propose fractal basin geometry as a mechanism: starting points leading to different outcomes interweave at arbitrarily fine scales, so greater precision yields little improvement.

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Texas was the new epicenter of the AI data center buildout. That might be kaput.
Industry NewsMIT Technology Review – AI3 days ago

Texas was the new epicenter of the AI data center buildout. That might be kaput.

Texas is the fastest-growing data center market in the US and ground zero for Big Tech’s largest AI buildouts. But the blue wave that swept the Lone Star State may jeopardize that position. Democrat James Talarico won the US Senate seat against Ken Paxton. Gina Hinojosa won the race for governor against the Republican incumbent,…

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Securing the agentic enterprise with data lineage
Industry NewsMIT Technology Review – AI3 days ago

Securing the agentic enterprise with data lineage

A sales representative asks an AI agent for customer pricing, and the agent pulls data from multiple sources: restricted pricing systems, internal communications, and archived quotes. The output looks accurate to the agent, so a second agent uses the data to draft the proposal for the sales rep. No human checks either handoff. When it’s…

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How “reverse game theory” could keep AI agents in check
Industry NewsMIT Technology Review – AI5 days ago

How “reverse game theory” could keep AI agents in check

A new approach known as “reverse game theory” aims to control powerful AI models by designing systems that incentivize them to stick to the rules. As AI models become more capable, safety researchers are scrambling to ensure they are “aligned” with human desires—to make sure, in other words, that rogue agents don’t break the law,…

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Here’s who is falling in line for Trump’s “Super Intelligence” loyalty test
Industry NewsMIT Technology Review – AI5 days ago

Here’s who is falling in line for Trump’s “Super Intelligence” loyalty test

This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. At the end of September, President Trump signed an executive order that contained just one directive, ordering government agencies to rebrand what they had been calling artificial intelligence as “Super Intelligence.” That…

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