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Home Artificial Intelligence (AI)

AI Materials Discovery Enters the Real World

Adam Smith – Tech Writer & Blogger by Adam Smith – Tech Writer & Blogger
December 15, 2025
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Introduction to Superconductors

The grand prize would be a room-temperature superconductor, a material that could transform computing and electricity but that has eluded scientists for decades. Periodic Labs, like Lila Sciences, has ambitions beyond designing and making new materials. It wants to “create an AI scientist”—specifically, one adept at the physical sciences. “LLMs have gotten quite good at distilling chemistry information, physics information,” says Cubuk, “and now we’re trying to make it more advanced by teaching it how to do science—for example, doing simulations, doing experiments, doing theoretical modeling.”

What are Superconductors?

Superconductors are materials in which electricity flows without any resistance and, thus, without producing heat. So far, the best of these materials become superconducting only at relatively low temperatures and require significant cooling. If they can be made to work at or close to room temperature, they could lead to far more efficient power grids, new types of quantum computers, and even more practical high-speed magnetic-levitation trains.

The Quest for Room-Temperature Superconductors

The approach, like that of Lila Sciences, is based on the expectation that a better understanding of the science behind materials and their synthesis will lead to clues that could help researchers find a broad range of new ones. One target for Periodic Labs is materials whose properties are defined by quantum effects, such as new types of magnets. The failure to find a room-­temperature superconductor is one of the great disappointments in materials science over the last few decades.

Historical Context

The failure to find a room-­temperature superconductor is one of the great disappointments in materials science over the last few decades. In 1987, during the peak hype over newly made ceramics that became superconducting at the relatively balmy temperature of 93 Kelvin (that’s −292 °F), President Reagan spoke about the technology, enthusing that they “bring us to the threshold of a new age.” There was a sense of optimism among the scientists and businesspeople in that packed ballroom at the Washington Hilton as Reagan anticipated “a host of benefits, not least among them a reduced dependence on foreign oil, a cleaner environment, and a stronger national economy.” In retrospect, it might have been one of the last times that we pinned our economic and technical aspirations on a breakthrough in materials.

Challenges in Finding Superconductors

One of the reasons that finding higher-­temperature superconductors has been so difficult is that no theory explains the effect at relatively high temperatures—or can predict it simply from the placement of atoms in the structure. It will ultimately fall to lab scientists to synthesize any interesting candidates, test them, and search the resulting data for clues to understanding the still puzzling phenomenon. Doing so, says Cubuk, is one of the top priorities of Periodic Labs.

AI in Charge

It can take a researcher a year or more to make a crystal structure for the first time. Then there are typically years of further work to test its properties and figure out how to make the larger quantities needed for a commercial product.

Conclusion

The search for room-temperature superconductors is an ongoing challenge in materials science. With the help of AI and advanced technologies, researchers are hoping to make breakthroughs in this field. The potential benefits of finding a room-temperature superconductor are vast, and it could lead to significant advancements in computing, electricity, and transportation.

FAQs

Q: What is a superconductor?
A: A superconductor is a material that allows electricity to flow without any resistance and without producing heat.
Q: What is the current limitation of superconductors?
A: The current limitation of superconductors is that they only work at very low temperatures and require significant cooling.
Q: What is the potential benefit of finding a room-temperature superconductor?
A: The potential benefit of finding a room-temperature superconductor is that it could lead to more efficient power grids, new types of quantum computers, and more practical high-speed magnetic-levitation trains.
Q: How is AI being used in the search for superconductors?
A: AI is being used to help researchers design and test new materials, and to analyze data to understand the properties of superconductors.

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Adam Smith – Tech Writer & Blogger

Adam Smith – Tech Writer & Blogger

Adam Smith is a passionate technology writer with a keen interest in emerging trends, gadgets, and software innovations. With over five years of experience in tech journalism, he has contributed insightful articles to leading tech blogs and online publications. His expertise covers a wide range of topics, including artificial intelligence, cybersecurity, mobile technology, and the latest advancements in consumer electronics. Adam excels in breaking down complex technical concepts into engaging and easy-to-understand content for a diverse audience. Beyond writing, he enjoys testing new gadgets, reviewing software, and staying up to date with the ever-evolving tech industry. His goal is to inform and inspire readers with in-depth analysis and practical insights into the digital world.

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