Texas AI Docket

2026-09-05

Published September 5th 9 slides

The deck

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The story

71 percent from one country.

A federal survey lists where the United States gets the rare earth compounds and metals it imports. Five sources, and one of them is most of it.

It is already in your house.

"Magnets are everywhere, from air conditioning systems to all our electronic devices"
"The discovery of Nd2Fe14B, with its complex structural chemistry and extraordinary properties, suggests that other complex magnetic materials"

The block to beat.

The Houston led team aims to surpass the properties of neodymium iron boron, the current industry-standard material for high-performance permanent magnets. The Department of Energy's Advanced Research Projects Agency-Energy set it against any known material.

The leading global use was magnets.

"The estimated leading domestic end use of rare earths was catalysts, whereas the estimated leading global use was magnets."

The name states a chemistry and not a supply chain.

Guided AI for Magnetic Boride/Carbide Intermetallic Technologies (GAMBIT)

Magnetic Acceleration Generating New Innovations and Tactical Outcomes (MAGNITO) DE-FOA-0003590.

"Our goal is to use AI to find entirely new materials while simultaneously balancing these supply constraint concerns."

One award, two figures.

Neither page reconciles them and neither does this.

No material named yet.

"If you improve the quality of these magnets, that translates into an efficiency gain everywhere"

What was verified

18 claims, each re-fetched from its source before this deck shipped.

  1. Rice University materials scientist Geoffroy Hautier has joined a team led by the University of Houston, according to Rice's own announcement.

    Rice University materials scientist Geoffroy Hautier has joined a team led by the University of Houston

    PRIMARY Rice brings AI expertise to DOE-backed search for next-generation magnets · checked September 5th

  2. Rice's announcement puts the award at a three year, $2.9 million grant from the U.S. Department of Energy's Advanced Research Projects Agency-Energy.

    The project has received a three-year, $2.9 million grant from the U.S. Department of Energy's Advanced Research Projects Agency-Energy

    PRIMARY Rice brings AI expertise to DOE-backed search for next-generation magnets · checked September 5th

  3. The University of Houston, which leads the project, puts the same award at $2.88 million from ARPA-E.

    $2.88 million grant from the U.S. Department of Energy's Advanced Research Projects Agency-Energy

    PRIMARY Department of Energy Awards UH-led Team $2.88M to Use AI to Strengthen America's Critical Mineral Supply Chain · checked September 5th

  4. The University of Houston names the three year project Guided AI for Magnetic Boride and Carbide Intermetallic Technologies, or GAMBIT, headed by Jakoah Brgoch.

    Over the three-year grant period, Brgoch will head Guided AI for Magnetic Boride/Carbide Intermetallic Technologies (GAMBIT).

    PRIMARY Department of Energy Awards UH-led Team $2.88M to Use AI to Strengthen America's Critical Mineral Supply Chain · checked September 5th

  5. Rice names the coalition as Rice, Colorado State University, Carrier Global and the Houston startup Newfound Materials, led by principal investigator Jakoah Brgoch of the University of Houston.

    The coalition led by Jakoah Brgoch, principal investigator and the Eby Nell McElrath Professor of Chemistry at UH, includes researchers from Rice, Colorado State University, Carrier Global, and Houston startup Newfound Materials.

    PRIMARY Rice brings AI expertise to DOE-backed search for next-generation magnets · checked September 5th

  6. Hautier's Rice group will use AI, atomistic modeling and high throughput computing to pick which magnetic materials get tested.

    His research team will employ AI, atomistic modeling and high-throughput computing to identify promising magnetic materials for testing.

    PRIMARY Rice brings AI expertise to DOE-backed search for next-generation magnets · checked September 5th

  7. Rice's release names the ARPA-E program only as Magnetic Acceleration Generating, which is not the program's full name.

    under its Magnetic Acceleration Generating program.

    PRIMARY Rice brings AI expertise to DOE-backed search for next-generation magnets · checked September 5th

  8. ARPA-E's own funding opportunity archive gives the program's full name as Magnetic Acceleration Generating New Innovations and Tactical Outcomes, acronym MAGNITO, listed as DE-FOA-0003590.

    Magnetic Acceleration Generating New Innovations and Tactical Outcomes (MAGNITO)

    PRIMARY ARPA-E Funding Opportunity Exchange, funding archive · checked September 5th

  9. ARPA-E states the MAGNITO objective as finding magnets whose saturation magnetization or maximum energy product beats any known material.

    support the discovery, synthesis, and characterization of new, more powerful magnets with either a saturation magnetization or maximum energy product higher than that of any known material

    PRIMARY Magnetic Acceleration Generating New Innovations and Tactical Outcomes (MAGNITO), DE-FOA-0003590, Advanced Research Projects Agency Energy · checked September 5th

  10. The MAGNITO opportunity argues that the discovery of the neodymium iron boron compound Nd2Fe14B suggests other complex magnetic materials are still undiscovered.

    The discovery of Nd2Fe14B, with its complex structural chemistry and extraordinary properties, suggests that other complex magnetic materials

    PRIMARY Magnetic Acceleration Generating New Innovations and Tactical Outcomes (MAGNITO), DE-FOA-0003590, Advanced Research Projects Agency Energy · checked September 5th

  11. The University of Houston states the team aims to surpass neodymium iron boron, the current industry standard for high performance permanent magnets.

    The UH-led team aims to surpass the properties of neodymium iron boron, the current industry-standard material for high-performance permanent magnets.

    PRIMARY Department of Energy Awards UH-led Team $2.88M to Use AI to Strengthen America's Critical Mineral Supply Chain · checked September 5th

  12. The University of Houston states that supply chains for neodymium iron boride magnets are heavily concentrated overseas.

    Supply chains for neodymium-iron-boride magnets are heavily concentrated overseas.

    PRIMARY Department of Energy Awards UH-led Team $2.88M to Use AI to Strengthen America's Critical Mineral Supply Chain · checked September 5th

  13. The University of Houston states the grant is part of a $100 million Department of Energy initiative on domestic magnet manufacturing and critical mineral production.

    The grant is part of a $100 million initiative from the DOE to support early-stage research and development projects aimed at boosting domestic magnet manufacturing and critical mineral production.

    PRIMARY Department of Energy Awards UH-led Team $2.88M to Use AI to Strengthen America's Critical Mineral Supply Chain · checked September 5th

  14. Principal investigator Jakoah Brgoch frames the work as using AI to find entirely new materials while weighing supply constraints.

    Our goal is to use AI to find entirely new materials while simultaneously balancing these supply constraint concerns.

    PRIMARY Department of Energy Awards UH-led Team $2.88M to Use AI to Strengthen America's Critical Mineral Supply Chain · checked September 5th

  15. Rice quotes Hautier saying magnets run from air conditioning systems through to electronic devices.

    Magnets are everywhere, from air conditioning systems to all our electronic devices

    PRIMARY Rice brings AI expertise to DOE-backed search for next-generation magnets · checked September 5th

  16. Hautier argues that better magnets translate into an efficiency gain across different technologies.

    If you improve the quality of these magnets, that translates into an efficiency gain everywhere

    PRIMARY Rice brings AI expertise to DOE-backed search for next-generation magnets · checked September 5th

  17. The U.S. Geological Survey reports that the estimated leading global use of rare earths was magnets, while the leading domestic end use was catalysts.

    The estimated leading domestic end use of rare earths was catalysts, whereas the estimated leading global use was magnets.

    PRIMARY U.S. Geological Survey, Mineral Commodity Summaries 2026, Rare Earths · checked September 5th

  18. The U.S. Geological Survey lists China as the source of 71 percent of United States imports of rare earth compounds and metals over 2021 to 2024, ahead of Malaysia at 13 percent.

    Rare-earth compounds and metals: China,8 71%; Malaysia, 13%; Japan, 5%; Estonia, 5%; and other, 6%.

    PRIMARY U.S. Geological Survey, Mineral Commodity Summaries 2026, Rare Earths · checked September 5th

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