Branelle Rodriguez, Orion vehicle manager, spoke at The Ion this summer. Photo via nasa.gov

Humanity is finally headed back to the moon after more than half a century. This year's launch of the Artemis II mission in the Orion spacecraft put four crew members in lunar orbit and tested the new ship developed by Lockheed Martin.

Everything went smoothly, safely returning astronauts home, but there is always room to improve. InnovationMap chatted via email with Orion vehicle manager Branelle Rodriguez, shortly after a talk at The Ion, for insight on how Orion might perform in the future as the next lunar landing approaches in early 2028.

InnovationMap: How satisfied are you with the way Orion operated on this past mission?

Branelle Rodriguez: Orion performed exceptionally well during Artemis II, successfully demonstrating critical spacecraft capabilities, including life support systems, displays and controls, and executing manual piloting operations. Artemis II brought humans back to the moon, achieving key exploration and scientific imagery, while validating systems essential for future Artemis missions.

IM: What is the most important thing you learned about improving Orion for the next mission?

BR: The Artemis II mission provided invaluable insights into crew operations and spacecraft performance in a deep-space environment. With every mission, NASA applies lessons learned to continuously improve Orion’s operations, validate design and ensure mission readiness. Artemis II offered our first opportunity to evaluate several new systems and gain a deeper understanding of what it is like for astronauts to live and work inside the spacecraft. The operational, technical and human factors data collected are being integrated across the program to refine future missions, reduce risk and enhance overall mission success.

IM: How has Orion helped the mission to explore space?

BR: Orion is one of NASA’s foundational elements for human deep space exploration—not only supporting the mission but serving as a core component of it. It is currently the only spacecraft capable of carrying crew on deep space missions and returning them safely to Earth from the high speeds required from the vicinity of the moon. No other spacecraft has the technology to endure the extremes that come with human deep-space travel, such as advanced environmental and life support, navigation, communications, radiation shielding, and the world’s largest ablative heat shield to protect the astronauts during reentry into Earth’s atmosphere. Orion has already taken astronauts to explore space farther than ever before—252,756 miles from Earth— and will carry crews to the moon on future missions to explore the lunar South Pole region. The astronauts’ observations, samples, and data collected on these future missions will expand our understanding of our solar system and home planet.

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This conversation has been edited for brevity and clarity.

Scientists from Rice University and Intuitive Machines helped shape plans for the Orion capsule's descent into the Pacific Ocean. Photo courtesy NASA/Bill Ingalls

How Houston innovators played a role in the historic Artemis II splashdown

safe landing

Research from Rice University played a critical role in the safe return of U.S. astronauts aboard NASA’s Artemis II mission this month.

Rice mechanical engineer Tayfun E. Tezduyar and longtime collaborator Kenji Takizawa developed a key computational parachute fluid-structure interaction (FSI) analysis system that proved vital in NASA’s Orion capsule’s descent into the Pacific Ocean. The FSI system, originally developed in 2013 alongside NASA Johnson Space Center, was critical in Orion’s three-parachute design, which slowed the capsule as it returned to Earth, according to Rice.

The model helped ensure that the parachute design was large enough to slow the capsule for a safe landing while also being stable enough to prevent the capsule from oscillating as it descended.

“You cannot separate the aerodynamics from the structural dynamics,” Tezduyar said in a news release. “They influence each other continuously and even more so for large spacecraft parachutes, so the analysis must capture that interaction in a robustly coupled way.”

The end result was a final parachute system, refined through NASA drop tests and Rice’s computational FSI analysis, that eliminated fluctuations and produced a stable descent profile.

Apart from the dynamic challenges in design, modeling Orion’s parachutes also required solving complex equations that considered airflow and fabric deformation and accounted for features like ringsail canopy construction and aerodynamic interactions among multiple parachutes in a cluster.

“Essentially, my entire group was dedicated to that work, because I considered it a national priority,” Tezduyar added in the release. “Kenji and I were personally involved in every computer simulation. Some of the best graduate students and research associates I met in my career worked on the project, creating unique, first-of-its-kind parachute computer simulations, one after the other.”

Current Intuitive Machines engineer Mario Romero also worked on Orion during his time at NASA. From 2018 to 2021, Romero was a member of the Orion Crew Capsule Recovery Team, which focused on creating likely scenarios that crewmembers could encounter in Orion.

The team trained in NASA’s 6.2-million-gallon pool, using wave machines to replicate a range of sea conditions. They also simulated worst-case scenarios by cutting the lights, blasting high-powered fans and tipping a mock capsule to mimic distress situations. In some drills, mock crew members were treated as “injured,” requiring the team to practice safe, controlled egress procedures.

“It’s hard to find the appropriate descriptors that can fully encapsulate the feeling of getting to witness all the work we, and everyone else, did being put into action,” Romero tells InnovationMap. “I loved seeing the reactions of everyone, but especially of the Houston communities—that brought me a real sense of gratitude and joy.”

Intuitive Machines was also selected to support the Artemis II mission using its Space Data Network and ground station infrastructure. The company monitored radio signals sent from the Orion spacecraft and used Doppler measurements to help determine the spacecraft's precise position and speed.

Tim Crain, Chief Technology Officer at Intuitive Machines, wrote about the experience last week.

"I specialized in orbital mechanics and deep space navigation in graduate school,” Crain shared. “But seeing the theory behind tracking spacecraft come to life as they thread through planetary gravity fields on ultra-precise trajectories still seems like magic."

Stratolaunch successfully completed its hypersonic test flight earlier this year. Image courtesy of Draper

Space nonprofit with Houston office builds on NASA legacy to develop new hypersonic tech

high speed

With a recent air-launched test vehicle flight that came close to hypersonic speed, research company Draper has accelerated the potential for its flight technology.

Draper, a Cambridge, Massachusetts-based nonprofit, provided the crucial guidance, navigation, and control flight software for the flight. That guidance system was built on the same Draper technology that NASA has used in its Apollo mission, the international space station and space shuttle programs.

“In a broad sense, Draper has been working hypersonic since Apollo,” Rick Loffi, space systems program manager and lead executive for Draper’s Houston campus, tells InnovationMap.

The navigation software controlled the first powered test flight of an air-launched vehicle that approached the hypersonic threshold of Mach 5, or 3,800 miles per hour, or five times the speed of sound.

Stratolaunch successfully completed the flight of its TA-1 Talon test vehicle in the Mojave Desert in March. The California-based company designs and launches aerospace vehicles and technologies, providing access to a reusable hypersonic testing platform, according to its website. The historic test flight landed in the Pacific Ocean, and achieved successful ignition, acceleration and sustained altitude climb.

“The Draper software is really what’s stabilizing the vehicle during flight…and controlling it as it gets up into altitude and speed,” Brandon Jalbert, space systems program manager for Draper and team lead for Stratolaunch, says “so it’s not doing loop-de-loops, or getting unstable…blowing up in the atmosphere.”

Draper uses model-based design and algorithms in its software, and for the boost phase of the Talon test, Draper developed a novel algorithm, which built upon its previous work for NASA, Jalbert says.

Aerospace manufacturing companies like Boom and Hermeus stand poised to pick up where the Concorde left off, and are racing to implement and execute on accessible hypersonic and supersonic commercial technology.

The Concorde aircraft made supersonic, four-hour transoceanic flights a reality, but only for the very wealthy, and shut down in 2003.

Draper is not involved in any of those ventures to bring accessible supersonic flight back to the skies. Its primary focus with hypersonic will remain with deterrence and testing platforms, Jalbert says.

But the company’s technology “has applications everywhere from military to commercial activity,“ he says.

“Our focus is to solve complex challenges of national importance,” he says, “whether that’s…helping our commercial partners, or working on civil or military applications. That’s where we see ourselves being of value to the industry.”

With the harsh conditions involved in hypersonic flight, advancing the technology has its challenges.

“You’ve got to have proper hardware and electronics and sensors that can operate within those conditions,” Jalbert says.

Draper originated in 1932 when engineer Charles Stark Draper founded what eventually became the Instrumentation Lab at MIT.

His work on inertial navigation theory paved the way for the use of the autopilot in today’s commercial jets. The lab was divested by MIT in the 1970s, and became a nonprofit. Draper has long been a government contractor and has worked on many military projects, dating to WWII.

Draper in 2023 secured the $2.2 billion renewal of a long-standing contract with the U.S. Navy to provide the guidance system for the submarine-launched Trident II D-5 missile.

The U.S. government has shown a growing interest in the development of hypersonic weapons systems, as Russia and China have developed advanced capabilities.

The Pentagon’s budget request for hypersonic research for fiscal year 2025 was $6.9 billion, up from $4.7 billion for 2023, according to a recent U.S. Naval Institute report.

“There’s a big shift, in deterrence, as well as offensive, on hypersonic,” Jalbert says.

However, the Defense Department has not yet acquired hypersonic weapons, according to the report, but is developing prototypes and testing.

Draper has a long, celebrated history with NASA, and its Houston office is housed at Johnson Space Center. Draper's presence in Houston dates back to the 1960s, Loffi says.

From the Apollo missions to the space station and now the Artemis program, which aims to land the first person of color and the first woman on the moon by 2026 on its Orion spacecraft, Draper has partnered with NASA every step of the way, providing its navigation system for space flight.

“Right now, our biggest customer within NASA is the Orion program,” Loffi says, with approximately 15 of the 20-person Houston office working on the project, in collaboration with the company’s Cambridge colleagues.

Draper's Houston office is working on NASA's Orion program. Photo via NASA

The company is also working with NASA on lunar landing technology and sub-orbital experiments, as well as the propulsion element and Gateway space station for Artemis.

Amazon founder Jeff Bezos’s aerospace manufacturing company Blue Origin is also partnering with Draper to develop the Artemis human landing system.

Neither Loffi nor Jalbert aspired to go into outer space themselves, but rather to provide solutions to make that possible. Human spaceflight has been a lifelong passion for Loffi.

While he had lots of job opportunities after graduating from Purdue University with a degree in electrical engineering, Loffi chose NASA.

“I wasn’t that person who grew up dreaming of becoming an astronaut,” Loffi says. “I was old enough to see the Apollo 11 moon landing, and it did inspire me.”

His work at NASA began after the space shuttle Challenger explosion, in 1986. He was part of the agency’s effort to return to space flight, and worked on space station development, before joining Draper in 2011.

Jalbert, a graduate of Northeastern University, says his early work at Draper “lit the fires for my interest in space.”

Meet Commander Reid Wiseman, the responsible for the success of the Artemis II mission once it launches. Photo courtesy of NASA

Meet the Houstonian commanding NASA's historic return to the moon

Q&A

The world now knows the names of the four Houston-based astronauts who will launch in the first crewed moon mission in 50 years. NASA's Artemis II will see the first woman and person of color helming a lunar voyage, a first since the agency's history.

Astronaut Christina Hammock Koch, herself part of a history-making astronaut class and first all-female spacewalk— will join Victor Glover — the first person of color heading to the moon. Rookie Canadian astronaut Jeremy Hansen rounds out the crew with Commander Reid Wiseman.

Building on the unmanned Artemis I mission to the moon that concluded in December, Artemis II is slated to launch around November 2024, per NASA. In a scene familiar to space fans, the Artemis II crew will deploy inside the cozy Orion spacecraft that will sit atop the Space Launch System (SLS) rocket from Kennedy Space Center in Florida.

Artemis II's crew will spend some 10 days in orbit and even venture farther than the 1.4 million miles logged by Artemis I, adding to the historic nature of the journey. After moon orbit, the spacecraft will return to Earth for splashdown and recovery — always a celebrated moment after the highly anticipated takeoff.

Data gathered from Artemis II will pad information from Artemis I in effort to create a permanent moon outpost. On the moon, crews will learn how to live and work away from Earth, which will pave the way for the eventual mission to Mars. A planned Artemis III mission may launch in 2025 or '26, per NASA, which picks up from the last trip, Apollo 17 in 1972. The Artemis III mission, NASA promises, will see the first woman and person of color on the moon.

CultureMap caught up with a very busy Wiseman, who is now responsible for the success of the Artemis II mission once it launches. Hailing from Baltimore, Maryland, the 47-year-old earned his master's degree from Johns Hopkins University and is a decorated naval aviator, serving in the Middle East as a fighter pilot. The Artemis II mission commander completed a 165-day trip to the International Space Station in 2014 and was most recently chief of the astronaut office, per his bio. He has two sons with wife Carol, who passed away from cancer in May 2020.

The Artemis II crew was announced earlier this week. Photo courtesy of NASA

CultureMap: Congratulations, Commander. As Artemis II's leader, you are joining lunar mission commander names like the first man on the moon, Neil Armstrong, and Apollo 13's Jim Lovell. Do you allow yourself to think like that?

Reid Wiseman: Thank you. I do not allow myself to think like that. I think if you get to meet this crew — Victor Glover, Christina Koch, Jeremy Hanson — I really think we would say we want this to be so routine. We want Artemis II to be so successful and so long term that people completely forget about us. We're just that initial little stepping stone. I really hope that's the case. I am flying with an incredible group of heroes and I can't wait to go get this job done.

CM: What does it mean, as mission commander, to have the safety — and the lives — of these amazing and history-making astronauts in your hands once you launch?

RW: It means everything to me.

CM: You and the crew are so incredibly accomplished in your own individual spaces. Yet when you get to NASA — as Christina Koch once told me — you're kind of learning anew. What are you learning now?

RW: When you look at our crew, our next step is to learn about the spacecraft that will be operating in deep space. It's a very capable, very redundant, robust machine. So we have to get in the classroom, we've got to learn about all the capabilities, but we also have to get out and see the workforce.

We'll be the first humans to ever ride on this vehicle. And there's a lot of unknowns. We have a lot of systems to test. Uh One was very successful.

We need to hit the books and then we need to get in the sim [simulator], we need to practice simulations, learn how we all operate together as a team and then learn about the failure modes of the vehicle, how we can work around to keep ourselves safe and keep the mission going. And then after that, I think we'll be ready to look at Florida — and head out to the moon.

CM: Do prior lunar flight commanders and icons — like Armstrong and Lovell — serve as role models? How about the astronaut network in general?

RW: I think we look at those legends as their heroes, but they are also friends. Those folks really gave their lives to our nation and when they landed on the moon for the first time. But the amazing part for us as younger astronauts is they're still heavily engaged in everything we do right now.

I talked to Jack [Harrrison] Schmitt just a few months ago. Dave Scott still comes by every time he can to talk about geologic processes on the moon. Like these guys are our friends. It's really, really neat.

Neil Armstrong was amazing. John Young was incredible — he led our office for a number of years. Those guys are heroes to us for sure. When you look at who has taught me the most about being an astronaut, it's the folks I flew with on my first mission. It's the folks that I've worked with in the astronaut office. Now, I've seen some exceptional examples of leadership and followership and both skills are critical to be an astronaut.

CM: You learned you'll be headed to the moon — the dream adventure of billions all over the world— in the most office kind of way, we hear.

RW: Uh yeah, we all goofed up [laughs]. We missed the meeting. The chief astronaut put a placeholder on my schedule for a different topic. I was actually at a doctor's office and the doctor just walked in. So, I missed the first part of the meeting and I was able to use Microsoft Teams and dial in towards the end.

When the camera popped up, I saw the chief astronaut — who I expected to see for my meeting. But then, I also saw Norm Knight, our director of flight operations. I also saw Victor Glover and Christina Koch. And I was like, ‘oh boy, I think I just missed something big here.’

CM: Well, we've all missed meetings. But this was big — like headed to the moon big.

RW: Right [laughs]. It turned out that both Christina and Victor also missed the beginning of the meeting. So, we all showed up in perfect harmony.

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This article originally ran on CultureMap.

The history-making team was announced at Ellington Field near Johnson Space Center in Houston. Photo via LinkedIn

NASA names four astronauts heading to the moon at Houston event

ready for liftoff

NASA and the Canadian Space Agency announced the four astronauts who will be onboard the Artemis II mission around the moon yesterday at an event at Ellington Field near NASA’s Johnson Space Center in Houston.

The 10-day mission is slated to put the first woman and the first person of color on the moon.

“For the first time in more than 50 years, these individuals – the Artemis II crew – will be the first humans to fly to the vicinity of the Moon. Among the crew are the first woman, first person of color, and first Canadian on a lunar mission, and all four astronauts will represent the best of humanity as they explore for the benefit of all,” says JSC Director Vanessa Wyche. “This mission paves the way for the expansion of human deep space exploration and presents new opportunities for scientific discoveries, commercial, industry and academic partnerships and the Artemis Generation.”

The crew assignments include:

  • Commander Reid Wiseman, who has logged more than 165 days in space in two trips. He previously served as a flight engineer aboard the International Station and most recently served as chief of the Astronaut Office from December 2020 until November 2022.
  • Pilot Victor Glover, who served as pilot on NASA’s SpaceX Crew-1 mission in 2021. This will be his second trip to space.
  • Mission Specialist 1 Christina Hammock Koch, who set the record for longest single spaceflight by a woman with a total of 328 days in space and participated in the first all-female spacewalks. This will be her second flight into space.
  • Mission Specialist 2 Jeremy Hansen, representing Canada. Hansen is a colonel in the Canadian Armed Forces and former fighter pilot and has served as Capcom in NASA's Mission Control Center at Johnson Space Center. He was the first Canadian to lead a NASA astronaut class. This will be his first flight into space.

Meet the four astronauts who will return humans to the moon. Photo courtesy of NASA

“NASA astronauts Reid Wiseman, Victor Glover, and Christina Hammock Koch, and CSA astronaut Jeremy Hansen, each has their own story, but, together, they represent our creed: E pluribus unum – out of many, one," NASA Administrator Bill Nelson said. "Together, we are ushering in a new era of exploration for a new generation of star sailors and dreamers–the Artemis Generation.”

Artemis II is slated to build upon the uncrewed Artemis I mission that was completed in December. The crew will be NASA's first to aboard the agency's deep space rocket, the Space Launch System, and Orion spacecraft. They will test the spacecrafts' systems to ensure they operate as planned for humans in deep space before setting course for the moon.

NASA's Artemis program collaborates with commercial and international partners with the goal of establishing a long-term presence on the moon. Lessons learned from the missions are planned to be used to send the first astronauts to Mars.

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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.