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Quantum computers promise to outperform today’s traditional computers in many areas of science, including chemistry, physics, and cryptography, but proving they will be superior has been challenging. The most well-known problem in which quantum computers are expected to have the edge, a trait physicists call “quantum advantage,” involves factoring large numbers, a hard math problem that lies at the root of securing digital information.

In 1994, Caltech alumnus Peter Shor (BS ‘81), then at Bell Labs, developed a that would easily factor a large number in just seconds, whereas this type of problem could take a classical computer millions of years. Ultimately, when quantum computers are ready and working—a goal that researchers say may still be a decade or more away—these machines will be able to quickly factor large numbers behind cryptography schemes.

But, besides Shor’s algorithm, researchers have had a hard time coming up with problems where quantum computers will have a proven advantage. Now, reporting in a recent Nature Physics study titled “Local minima in ,” a Caltech-led team of researchers has identified a common physics problem that these futuristic machines would excel at solving. The problem has to do with simulating how materials cool down to their lowest-energy states.

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Rescale secures $115 million in Series D funding to accelerate AI physics technology that speeds up engineering simulations by 1000x, backed by tech luminaries including Bezos and Altman.

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Hello and welcome! My name is Anton and in this video, we will talk about major updates from Mars.
Links:
https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2024JE008697
https://www.nature.com/articles/s43247-024-01837-2
https://www.science.org/doi/10.1126/sciadv.adr0010
https://www.nature.com/articles/s41561-024-01576-1
https://www.pnas.org/doi/10.1073/pnas.2409983121
https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2024GL109133
https://www.hou.usra.edu/meetings/lpsc2025/pdf/1427.pdf.
https://www.nature.com/articles/s41467-025-56970-z.
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https://youtu.be/3JwwKxXi_qo.


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Chinese scientists recently made history after fine-tuning a billion-parameter artificial intelligence large model on their independently developed quantum computer named Origin Wukong.

According to a report by Global Times, this quantum computer is powered by Wukong, a 72-qubit superconducting quantum chip.

The experiment was conducted at the Anhui Quantum Computing Engineering Research Center, where this computer is operated.