Houston research breakthrough could pave way for next-gen superconductors

Quantum Breakthrough

Researchers from Rice University say their recent findings could revolutionize power grids, making energy transmission more efficient. Getty Images

A study from researchers at Rice University, published in Nature Communications, could lead to future advances in superconductors with the potential to transform energy use.

The study revealed that electrons in strange metals, which exhibit unusual resistance to electricity and behave strangely at low temperatures, become more entangled at a specific tipping point, shedding new light on these materials.

A team led by Rice’s Qimiao Si, the Harry C. and Olga K. Wiess Professor of Physics and Astronomy, used quantum Fisher information (QFI), a concept from quantum metrology, to measure how electron interactions evolve under extreme conditions. The research team also included Rice’s Yuan Fang, Yiming Wang, Mounica Mahankali and Lei Chen along with Haoyu Hu of the Donostia International Physics Center and Silke Paschen of the Vienna University of Technology. Their work showed that the quantum phenomenon of electron entanglement peaks at a quantum critical point, which is the transition between two states of matter.

“Our findings reveal that strange metals exhibit a unique entanglement pattern, which offers a new lens to understand their exotic behavior,” Si said in a news release. “By leveraging quantum information theory, we are uncovering deep quantum correlations that were previously inaccessible.”

The researchers examined a theoretical framework known as the Kondo lattice, which explains how magnetic moments interact with surrounding electrons. At a critical transition point, these interactions intensify to the extent that the quasiparticles—key to understanding electrical behavior—disappear. Using QFI, the team traced this loss of quasiparticles to the growing entanglement of electron spins, which peaks precisely at the quantum critical point.

In terms of future use, the materials share a close connection with high-temperature superconductors, which have the potential to transmit electricity without energy loss, according to the researchers. By unblocking their properties, researchers believe this could revolutionize power grids and make energy transmission more efficient.

The team also found that quantum information tools can be applied to other “exotic materials” and quantum technologies.

“By integrating quantum information science with condensed matter physics, we are pivoting in a new direction in materials research,” Si said in the release.

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This article originally appeared on our sister site, EnergyCapitalHTX.com.

DivInc wrapped its inaugural Clean Energy Tech accelerator this month. Photo via LinkedIn

Houston energy accelerator celebrates inaugural class of diverse startup founders

showcased

DivInc, a Texas-based accelerator focused on uplifting people of color and women founders, recently concluded their inaugural clean energy cohort, catapulting several early-stage companies to major milestones.

The 12-week intensive Clean Energy Tech accelerator program sponsored by Chevron and Microsoft instructed seven clean energy startup founders at the Ion, through a variety of workshops, mentor sessions, and deep dives with VC professionals. DivInc also gave each startup a non-dilutive $10,000 grant to use during the course of the program.

Cherise Luter, marketing director at DivInc, said the Austin-based development program decided to expand from its previous accelerators — Women in Tech and Sports Tech — into clean energy because it is a newer industry with ample potential.

“Clean energy is an emerging space where founders like ours, women and POC founders, can really get in on the ground floor in a great way so that they are building as well as benefiting from this new space,” Luter tells EnergyCapital.

Luter said corporate partners Chevron and Microsoft were similarly on board with prioritizing diversity in the clean energy sector and together they agreed Houston would be the best place to headquarter the accelerator for its expansive resources, particularly VCs.

“Houston, as the energy capital, the resources, connections, and network are here, and we have found that those are the things that are most important for our founders to be able to really take their companies to the next level,” Luter explains.

The participating startups’ focuses ranged from innovations in solar power to electric vehicle charging stations, but these corporations were all united in aiding the clean energy transition.

“It’s so interesting with this particular cohort, how they are really merging the human part of clean energy – how it’s contributing to a better life for people–with a better situation for our environment and our climate,” Luter says.

The inaugural cohort included one to two entrepreneurs from the following companies:

  • BlackCurrant Inc., based in Chicago, is transforming the hydrogen industry by simplifying OTC transactions and offering a comprehensive platform for businesses to seamlessly obtain equipment, fuel, and services essential for hydrogen adoption.
  • Owanga Solar, founded by two Emory University law students in Georgia, delivers sustainable and affordable solar energy solutions to households and businesses in the Democratic Republic of Congo.
  • Maryland-based Pirl Technology Inc. is building next generation electric vehicle charging stations.
  • Houston-based Quantum New Energy has a software platform, called EnerWisely, that helps those who own assets that reduce carbon emissions, like solar panels, generate high quality, verifiable carbon credits that don’t green wash.
  • SOL roofs, founded by Austinite Daniel Duerto, is creating the next generation of solar roofs through innovating existing technologies.
  • WIP International Services LLC, a Houston-based company, is addressing drinking water scarcity with its atmospheric water generators, which produce fresh drinking water from the humidity in the air.

Tracy Jackson, CEO of WIP International Services LLC, announced on the accelerator’s demo day her Houston-based company that produces atmospheric water generators, which transform humid air into clean drinking water, contracted with several schools in El Salvador for a pilot program to send 40 of their smaller models.

“We’re going to continue on our path and we’re looking forward to signing more international contracts and look forward to having any local opportunities that we can develop as well,” Jackson says.

Since the program ended, Luter shared WIP has also secured a “major international contract in Mexico.”

Luter also shared that accelerator participant Quantum New Energy, a climatech Houston-based company, has pre-launched expansion of EnerWisely, their software that tracks carbon credits, for commercial facilities.

Luter says DivInc plans to eventually host another cohort of their clean energy accelerator and they are continuing to accept applications from founders on a rolling basis.

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This article originally ran on EnergyCapital.

Greentown Labs has announced its inaugural batch of members for its new Houston location. Photo via greentownlabs.com

New-to-Houston cleantech incubator names inaugural members

to the lab

A Somerville, Massachusetts-based cleantech accelerator has announced the 16 startups that will be a part of its new Houston incubator program.

Greentown Labs named the companies in the cohort this week just a few weeks after announcing the location of its new lab and workspace. The 40,000-square-foot space is being renovated from a former grocery store and is expected to open next spring.

"These early-access members are innovating across the key greenhouse gas-emitting sectors—including electricity, manufacturing, buildings, and more—and their solutions are helping create a sustainable future for all," reads a blog post on the company's website.

Here are Greentown Houston's inaugural members:

  • Austin-based Applied Bioplastics is creating affordable plastic alternatives with plant matter to help reduce consumers' carbon footprint.
  • Black Mountain Metals, based in Fort Worth, is focused on nickel and copper mining for lithium-ion battery cathodes.
  • Carbon Free Technologies created a home battery system that can store electricity when rates are low.
  • ClearValue uses pure hydrogen and oxygen as a sustainable power system.
  • e^2: equitable energy is described as a "multi-brand cause-marketing platform" that connects consumers to sustainable energy solutions through promotion and incentivization.
  • Eclipse Solar Projects builds, owns, and operates solar projects across the country through new technology and battery storage operations.
  • Houston-based Ennuity Holdings allows users to have access to solar energy subscription service — even though they don't have access to installing panels themselves.
  • Excipicio Energy , based in Houston, is taking renewable energy offshore by integrating wind, wave, and more into a single floating platform.
  • Houston-based Quantum New Energy platform, EnerWisely, helps people and companies make smart energy choices "to maximize their monetary savings and reduce their environmental impacts."
  • Spring, Texas-based Renu Energy is creating sustainable change through waste recycling and community engagement, according to its website.
  • REVOLUTION Turbine Technologies, based in North Carolina, is working on a power generator that can be used in the offshore setting.
  • Houston-based Revterra is developing a long-duration energy storage solution.
  • Skylark, based in Houston, created a "broadband last-mile radio systems for internet service providers, with a focus on 40 million unserved Americans in rural markets."
  • Austin-based swytchX is working on a cloud-based SaaS solution that uses blockchain technology to optimize renewable energy delivery.
  • Houston-based Varea Energy, a software company, uses data to build business models focusing on eliminating barriers to green initiatives.
  • California-based Veloce Energy develops faster electric vehicle charging infrastructure.
Companies interested in joining the incubator should reach out to Greentown Labs online.

The 16 startups will move into the Greentown space when it opens in the spring. Image via greentownlabs.com

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Houston college joins inaugural workforce accelerator supported by Google

hands-on training

Houston City College (HCC) is one of 15 community colleges from around the country to be selected for the first-ever Workforce Futures Accelerator.

The three-year effort is supported by Google.org, the tech company’s philanthropic arm, and led by the Association of Community College Trustees (ACCT), a non-profit educational organization that represents over 500 community, junior, and technical colleges. The accelerator focuses on helping colleges embed virtual, employer-sponsored training opportunities into short-term workforce training programs, giving participants access to opportunities that they might otherwise receive through internships or other "work-based learning" stints.

"The Workforce Futures Accelerator reflects the Houston City College mission of offering a high-quality, affordable education for workforce training and career development," Pretta VanDible Stallworth, HCC trustee and chair-elect of the ACCT board of directors, said in a news release. "Advancing student success and creating pathways to opportunities ensures that our students are well equipped to succeed and build a secure future in today's economy.”

Through the accelerator, HCC is tasked with fusing online project-based learning opportunities with its workforce education programs. The idea is to give students hands-on experiences working on projects sponsored by employers, allowing them to gain real-world knowledge in the process.

HCC will select two workforce programs that meet the accelerator’s criteria and insert into them into coursework. In the second and third year of the accelerator, the selected colleges are expected to scale the programs by adding instructors and programs to develop a network of to support their continued implementation.

“Participation by HCC will strengthen how we provide students with career-connected learning experiences that complement their classroom education and align with the needs of employers,” HCC Chancellor Margaret Ford Fisher added in the news release. “We are focused on ‘future forward’ strategies to meet the present and future needs of our region’s businesses.”

Two other Texas colleges were chosen to participate in the accelerator: Lamar Institute of Technology in Beaumont and Grayson College in Denison.

The remaining cohort includes:

  • Bergen Community College in Paramus, New Jersey
  • Central Louisiana Community College in Alexandria, Louisiana
  • Clark State College in Springfield, Ohio
  • Great Basin College in Elko, Nevada
  • Heartland Community College in Normal, Illinois
  • Hudson County Community College in Jersey City, New Jersey
  • Manchester Community College in Manchester, New Hampshire
  • Mesa Community College in Mesa, Arizona
  • Mohave College in Kingman, Arizona
  • San Joaquin Delta Community College in Stockton, California
  • San Juan College in Farmington, New Mexico
  • West Virginia University Parkersburg in Parkersburg, West Virginia

New report ranks Texas among top 10 states where AI could disrupt jobs

AI Workforce

A new nationwide report examining where AI could "reshape" the most jobs has ranked Texas No. 9 among the most at-risk states for AI job disruption.

The new SmartAsset report compared all 50 states and the District of Columbia to calculate the estimated percent of the workforce employed in the 26 occupations with the highest AI exposure, as determined by June 2026 research by the Virginia Economic Information and Analytics Division.

The findings revealed that 500,000 Texas workers, or 3.55 percent of the total workforce, are employed in occupations with "high exposure to potential AI disruption."

This also places the Lone Star State as the 9th most at-risk state in the U.S. where AI exposure can lead to "declining hiring demand, wage pressure, task automation, and other forms of disruption."

"States with larger concentrations of highly exposed occupations could experience more pronounced labor-market changes, particularly in roles where core tasks are more vulnerable to AI-driven restructuring," the report's author wrote.

Texas' biggest cities, like Houston and Austin, are known for their thriving tech and business industries, and the study noted that many of the occupations within those sectors are the most at risk. The Virginia Economic Information and Analytics Division said the top five most AI-exposed occupations in the U.S. are: mathematicians, proofreaders, correspondence clerks, court reporters, and media and communication workers. Additionally, computer programmers, database administrators, web developers, telephone operators, and communications equipment operators round out the top 10 most at-risk positions.

These are the 16 remaining occupations most exposed to AI disruption, in order:

  • Data Entry Keyers
  • Statistical Assistants
  • Office Support Workers
  • Interpreters and Translators
  • Database Architects
  • Software Quality Assurance Analysts
  • Medical Transcriptionists
  • Software Developers
  • Writers and Authors
  • Payroll Clerks
  • Web Designers
  • Miscellaneous Computer Occupations
  • Insurance Claims Processors
  • Telemarketers
  • Computer Numerically Controlled Tool Programmers
  • Bookkeeping and Accounting Clerks

A separate SmartAsset report from April 2026 found about 20.5 percent of Texas workers use AI to do their jobs in some capacity. That trend will continue to shift further as employers and employees choose to adopt — or reject — AI implementation.

Across the U.S., Washington topped the list as the state with the highest concentration of AI-exposed jobs, with nearly 5.7 percent of the state's workforce employed in the 26 most at-risk positions. SmartAsset said Washington's high prevalence of technology companies is a significant factor that skyrocketed the state to the top of the list.

"Home to major technology companies including Microsoft, Amazon, T-Mobile and Expedia, the state has large numbers of computer programmers and software developers, two occupations with high exposure," the report said.

Meanwhile, Mississippi ranked No. 51 with the lowest concentration of AI-exposed jobs in the nation. About 22,500 workers in Mississippi, or 1.93 percent of its workforce, are at risk for AI disruption.

The top 10 states where AI could reshape the most jobs are:

  • No. 1 – Washington
  • No. 2 – Virginia
  • No. 3 – District of Columbia
  • No. 4 – California
  • No. 5 – Utah
  • No. 6 – Maryland
  • No. 7 – Colorado
  • No. 8 – New Hampshire
  • No. 9 – Texas
  • No. 10 – North Carolina
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This article originally appeared on CultureMap.com.

UH lands $1.2M NIH grant to fight superbugs using AI, quantum sensing

drug defense

The fight against antibiotic-resistant bacteria like MRSA is getting science fiction-like upgrades at the University of Houston thanks to a new four-year, $1.26 million grant from the National Institutes of Health.

The university says the recent funding brings total federal support up to $3.5 million for 11 years for the project, which uses AI and quantum-sensing technology to better understand how bacterial proteins develop resistance to drugs.

Any medical professional will tell you that one of the worst things that can happen is almost killing an infection. Bacteria that survive attacks from conventional antibiotic treatments emerge tougher, more resistant and more aggressive than before–making them much harder to treat. A good example is the superbug methicillin-resistant Staphylococcus aureus (MRSA).

UH chemistry professors Yuhong Wang and Shoujun Xu are working on this issue. They know full well that fighting superbugs requires new technology and new approaches, which is what they aim to pioneer with their new grant.

“Drug-resistant bacterial infections such as MRSA are becoming harder to treat, creating an urgent need for faster ways to understand how antibiotics and other small molecules interact with bacterial proteins,” Wang said in a news release.

Wang and Xu’s work centers around GTP, a cellular fuel that can cause tiny changes to a cell's structure when it mutates. Sometimes, those shape changes make it easier for drugs to breach the wall and attack the cells.

The UH scientists are employing AlphaFold, an AI-powered tool that can scan large molecular libraries in seconds. From these models, they can see promising drug combinations for future testing.

Once identified, the team uses their invention, super-resolution force spectroscopy, to monitor the cells. Tiny magnetic beads are attached to genetic material, then magnified to see how strong that material is when pulled. They can measure this incredible microscopic process through an atomic magnetometer, typically used in quantum physics. Combined, all these tools allow a high-definition look at how each molecule might respond to new chemical approaches.

“We're the only chemists in the world that use an atomic magnetometer for biological research,” Xu said. “It's a technique developed by physicists, and there is usually a gap between techniques developed by physicists and biological applications. Yuhong and I have been bridging that gap together for the past 10 years.”

Eventually, Wang and Xu hope to develop powerful software that can be used by drug manufacturers to model cellular responses. With enough predictive data, the software could even get ahead of superbugs’ own mutation, allowing drugs to be developed before new strains arrive.

"We want an algorithm where you input a protein sequence, score the mutation hotspots, and develop new inhibitors before a drug-resistant species even emerges," Wang added.

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