Cadence is investing in Girlstart, an Texas-based nonprofit empowering women in STEM. Photo by Amber Heckler

This week, the worlds of the Lone Star State's tech scene, women in STEM, and Formula 1 collided.

At a private event on Wednesday, October 19, hosted by computational software company Cadence Design Systems, Senior VP of Global HR Tina Jones spoke highly about the pride she felt about Cadence’s company culture and their goals for leaving the world better than they found it in regards to sustainability and giving back to the community. Last week, Cadence was ranked 19th in the 2022 World’s Best Workplaces list.

One of the ways Cadence is giving back to the community is through their Giving Foundation. The foundation is investing in organizations like Girlstart, an Austin-based nonprofit whose mission is to empower young girls’ interest in STEM through educational programs and camps.

“We are determined to make a difference in access to STEM education for those who have been traditionally underrepresented,” Jones said.

Jones announced Cadence would make a $25,000 donation to Girlstart to help further the organization’s mission and to invest in the future women they want to hire. The organization has locations all around Texas, including Dallas, Houston, San Antonio and the Rio Grande Valley, as well as locations in other states like California, Illinois, Washington, and Massachusetts.

“We want to start at Kindergarten and take them through 12th grade and give girls confidence in STEM,” Jones said, “Girlstart is doing that here in Austin, and we’re super proud to be associated with them.”

Girlstart Executive Director Shane Woods was present to accept the donation. During her speech, Woods discussed the importance of broadening young women’s understanding of what STEM is and nurturing a positive mentality so they can stay inspired in their careers.

Part of Woods’ work is to make sure girls know about the different fields that “need STEM eyes” such as biomedical engineering, environmental sustainability, and social justice.

The rest of the event centered around Cadence’s partnership with F1 team McLaren Racing, with three primary team members in attendance – CEO Zak Brown, Team Principal Andreas Seidl, and driver Daniel Ricciardo.

Ricciardo has never been shy about his love for the capital of Texas. He said he was naive about the city when F1 first arrived in 2012, but now it’s one of his favorite places. Circuit of the Americas is one of his favorite challenging tracks, noting the “high speed snake section” at turns three through eight that remind him of similar turns Maggotts and Becketts at Silverstone.

“A circuit that really pushes the car to the limits is fun,” he said, “That’s what I love about Austin.”

McLaren’s partnership with Cadence is significant for more than their expertise with computational fluid dynamics. Both companies share similar goals in regards to environmental sustainability and equality. In 2021, McLaren became the first F1 team to release an annual sustainability report, showing they are on track to achieve carbon net zero by 2040. In that same year, they announced Emma Gilmour would be the team’s first female racing driver, racing in Extreme E alongside Tanner Foust.

When asked about what they predict the next 10 years of Formula 1 will look like, Brown and Ricciardo agreed they hoped to see F1 still thriving and at the pinnacle of motorsport, while also giving recognition to the rise of other motorsports. Brown said he would like to see the introduction of rotational races in other countries.

“We have a lot of countries that want races. We’re at a maximum schedule of 24…I would love to see us in 30 countries, but 24 times a year. You might land on 18 permanent races and then have 10 that rotate every two years or something like that,” Brown said. “I think there’s room to grow the sport globally."

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This article originally ran on CultureMap.

DivInc has launched its new female-focused accelerator and named its first cohort. Photo via Getty Images

Woman in tech accelerator launches first Houston cohort

ready to grow

DivInc, an Austin-based accelerator for women and people of color, announced today that it has launched its first Women in Tech HTX cohort in partnership with female-focused co-working space SheSpace.

The nine women-led companies will join DivInc's 11th cohort and the first to operate out of Houston. Founders will receive $10,000 in non-dilutive funding upon completion of a 12-week curriculum, which includes in-depth workshops that aim to help the founders "make a year's worth of progress in just three months," Amanda Moya, DivInc’s Houston program director, said in a statement.

According to DivInc, the aim of the accelerator is to support more female-led startups in the Houston area (which the company says it has seen an emergence of in the last two years) and connect them with its network of VCs.

Founders will be paired with mentors from Microsoft and Google to support their next phases of development. DivInc and SheSpace will also provide stipends for founders in need of childcare assistance.

A committee consisting of representatives from Mercury, Artemis Fund, Microsoft, and several other partners helped select the group of founders considering market size, scalability, industry need, and other factors.

Members of the fall cohort include:

Weekly workshops will take place at SheSpace, an all-women coworking space developed by Stephanie Tsuru that opened in the Heights in 2020. The accelerator is also supported by Houston Houston partners J.P. Morgan Chase & Co., Verizon, The Ion and Mercury.

DivInc will introduce the accepted companies at a happy hour on Thursday, Sept. 22 at The Ion. Those interested in attending can RSVP online.

"With several of these companies coming from outside of Texas, we’re looking forward to the founders making organic connections and learning more about what Houston has to offer," Moya added.

SheSpace will host the accelerator. Image via shespacehtx.com

Contributing to Texas’ better showing on this year's ranking is an increase in female-focused VC investments. Photo via Getty Images

Texas named No. 2 state for women-led startups thanks to increased VC investment

who runs the world?

A more than 120 percent surge in female-focused venture capital investments helped push up Texas’ ranking in an annual study of the best states for women-led startups.

In Merchant Maverick’s 2021 report on the best states for women-led startups, Texas lands at No. 2, up from No. 6 the previous year. Colorado retains its No. 1 ranking from last year. Merchant Maverick judged each state based on several gender-specific metrics, such as VC funding.

Contributing to Texas’ better showing this year is the increase in female-focused VC investments. Merchant Maverick says the state’s five-year total for female-focused VC investments grew from the $365 million reflected in the 2020 report to $814 million in this year’s report. That’s a jump of 123 percent.

The $814 million total puts Texas in fourth place among the states in terms of female-focused VC investments over a five-year span. California leads this category ($6.7 billion), followed by New York ($4.7 billion), and Massachusetts ($1 billion).

The Lone Star State “has cultivated a business-friendly reputation that appears to be attracting a high volume of women-led organizations and startups,” says Merchant Maverick, a product comparison website for small businesses.

The state doesn’t do as well when it comes to average income, according to Merchant Maverick, but with no state income tax, women business owners can expect an average $62,945 yearly income to go further in Texas than it would in most other states.

Across the country, Merchant Maverick says that thanks to rising startup hubs like Houston, Miami, Phoenix, and Boulder, Colorado, “more funding opportunities are available to female entrepreneurs than ever before.”

Here are some of the Texas statistics cited in this year’s report:

  • 27 percent of businesses with employees are led by women, putting Texas at No. 13 among the states.
  • At 1.55 percent, Texas sits at No. 22 for the share of women business owners.
  • Texas ranks 19th for the average yearly income of women business owners ($62,945).
Women in science, technology, engineering, and mathematics are well represented in Houston, according to a recent report. Photo via Christina Morillo/Pexels

Houston named a top city for women in STEM fields

who runs the world?

If you're a woman in science, technology, engineering, or mathematics and you call Houston home, according to a new report, you're doing it right.

In honor of Women's History Month, CommercialCafe updated its 2020 ranking of the top U.S. cities for women working in STEM. According to the report, Houston ranks at No. 5 on the list of the best southern cities in the United States for women in STEM. The Bayou City also claims the No. 19 spot nationally.

Here are some other key findings about Houston on the report:

  • STEM jobs in Houston account for 7 percent of all jobs, and a little less than a third of these positions are held by women.
  • About 23,964 women work in STEM in Houston — which is the most out of any other city in the South.
  • Houston gained 4,318 new women STEM employees since 2015, the third-highest number in this regional ranking.
  • The median annual income for women in STEM here is $68,172.
Texas makes up about half of the top 10 Southern states — Austin places in second, while Frisco (No. 7), Dallas (No. 8) and Plano (No. 10) fall behind Houston. Nationally, New York City, San Francisco, and Seattle take the top three spots, respectively.

Women working in STEM - South 2021 - Infograminfogram.com

Houston has been recognized for its STEM fields before, and last fall, SmartAsset ranked Houston as No. 7 in STEM nationally based on workforce size. And, in 2019, Houston placed sixth for STEM workforce diversity. Last year Houston also ranked No. 6 for women in tech, also according to SmartAsset.

According to a new study, women are switching away from tech majors during college at a higher rate than any other areas of study, and it comes down to culture. Photo via Getty Images

Houston expert: Increasing women in tech comes down to improving culture

guest column

Like anyone pursuing a technical career, I had to overcome certain hurdles on my way to graduating with a degree in aerospace engineering. When one of my professors suggested that women should not be engineers and I would be better served pursuing a career like nursing or teaching, I realized that my hurdles might be a little different than others.

Luckily, I was raised to view this as a challenge and opportunity rather than an insurmountable obstacle.

Unfortunately, not everyone maintains my positive outlook on situations like this, and too often, young women are ultimately dissuaded from pursuing engineering and other similar technical degrees.

In fact, according to the research by Accenture and Girls Who Code, women are switching away from tech majors during college at a higher rate than any other areas of study. What's more, 50 percent of women pursuing a career in technology after graduation change paths by age 35, compared to 20 percent in other jobs. Female workers also leave tech jobs at a 45 percent higher rate than men.

Even more alarming, the same study found that in the last 35 years, the proportion of women in tech careers has actually declined despite the increase in the absolute number of female technology workers.

What's going on? Our research shows women in tech often don't feel at home or comfortable during college or at the workplace.

While there are many reasons women abandon a career in technology, the highest percentage of respondents cite culture as the leading cause. Although 45 percent of senior human resources leaders say that it is easy for women to thrive in tech, only 21 percent of women agree, and that number falls to just 8 percent for women of color. Conversely, women in college who find themselves in inclusive learning environments tend to enjoy their majors, network more and are more likely to stay in their STEM degrees.

The current labor market is struggling to keep pace with the explosive demand for tech talent, and I can attest — having met many of these amazing ladies — that women are willing, able and ready to help meet this demand.

Here are some ideas to create a culture that encourages more women to stay with STEM degrees and thrive in technology careers.

In college, having strong mentoring programs for female students in technology is key. Being part of study groups and student organizations, like the Society of Women Engineers, encourages learning and teaming and drives collaboration, innovation and inclusion. Based on our analysis, inclusive colleges are those that have at least 35 percent women in their STEM faculty. Publicizing faculty and student diversity data is a courageous way for colleges to ensure accountability and show their commitment to a culture of equality.

In business, we all know that what's measured gets managed. Applying this principle, it's both bold and important for companies to set targets for diversity in the leadership teams and publish those goals, as well as create clear KPIs governing compensation to the accountable leaders.

Furthermore, workplace support such as mentors, sponsors and employee resource networks can go a long way in creating the right culture and boost women in tech. Remember that many women enter tech careers because they want to make a difference in the world. Fostering collaborative environments where workers are rewarded for creativity and innovation does much more than — but certainly helps — to retain women.

Organizations that have diverse talent and a welcoming culture of equality help enable success and unleash human ingenuity. Rewarding excellence with the right innovative, supportive culture is a winning philosophy not only for women but for companies overall.

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Sondra Ruhman is a Houston-based managing director at Accenture Operations. She helps North American and Global clients embark on major technology and operational transformation projects.

Women in the work place have been hit the hardest by the pandemic. Houston experts discuss the effect in a guest column and a panel hosted by Sesh Coworking on Oct. 14. Photo via Pexels

Houston experts discuss the toll the pandemic has taken on women in the workplace

guest column

The shutdown of our economy, schools and childcare systems has created a wildfire that is raging across our nation, disproportionately impacting women, radically shifting social values, and compromising our nation's post-pandemic recovery.

While women have made great gains in the last few decades towards gender equality, the pandemic has exacerbated some of the larger remaining issues — time spent in unpaid work or "invisible labor," political under-representation, violence against women, limited access to capital and the gender pay gap) — and, according to a recent analysis by McKinsey, without serious intervention, is at risk of wiping $1 trillion off global GDP by 2030.

While everyone has suffered during the pandemic, women have found themselves under disproportionate pressure — women's jobs have become more vulnerable (women are 1.8 times more likely to lose their jobs than men), female dominated industries (restaurants, child-care, leisure and hospitality, health care, and education) have been hardest hit, and women of color in particular are more likely to be laid off or furloughed (leanin.org - women in workplace study).

These inequities, coupled with the increased stress and labor of child-care while "working from home" have placed an overwhelming strain on the working parents, and in particular mothers, of America. The mental and emotional health loads of working parents have been pushed to their limits and with that working families are re-prioritizing their values and spending habits faster than ever before.

Is it any surprise that during the pandemic the need for families to quickly adapt to the new economy plus the inequity of women's wages versus men is driving more and more women to sacrifice their careers and dreams to ease the increased burdens the pandemic has inflamed?

Leanin.org and McKinsey's Women in the Workplace study polled over 40,000 employees across 317 companies between May and Aug 2020, and found that more than 1 in 4 women are considering downshifting their careers or leaving the workforce entirely, according Leanin.org and McKinsey.

Labor Department statistics show that this inclination is already in action: In August and September 1.1 million people left the workforce, and of that 800,000 were women. According to a recent analysis by the National Women's Law Center of those 800,000 women — 324,000 were Latinas and 58,000 were Black women. Now compare that to the 216,000 men who left the job market during August and September.

This exodus of women leaving the workforce has broad reaching and long-lasting effects on not just female-owned businesses and women in the workplace – it is an issue that impacts every person at every level of business. Women's rise in participation in the labor force is not just good for women, it is good for business: directly impacting our GDP and a rise in wages for everyone, not just women.

A decline of women in the labor force, on teams, in leadership positions and in decision-making roles compromises not just our economy's recovery and productivity, but also the innovation and effectiveness in industry, competitiveness on a global scale, aspirations of future generations of women, and society as a whole.

If "women hold up half the sky" you could certainly argue that the sky is now falling. So, the question is – what can we do about it? And that is a question we intend to tackle in depth on Wednesday, October 14, at 1 pm in a virtual town hall with inspiring women who are already paving the road to our recovery: Elizabeth Gore of Hello Alice, Cate Luzio of Luminary; Cathy Mchorse of United Way of Greater Austin; Lucie Green of Light Years. Click here to register.

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Maggie Segrich is co-founder and CFO of Sesh Coworking and Courtney Sikes Longmore is the founder at Pure Palate. The two female innovators will be on the panel of the online event.

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New statewide plan aims to eliminate cervical cancer in Texas by 2032

fighting cancer

MD Anderson, on behalf of a coalition of health systems, has announced a new plan to eliminate cervical cancer in Texas.

The five-year Texas Lone Star Cervical Cancer Elimination Plan was launched during the Cancer Prevention and Research Institute of Texas (CPRIT) 2026 Innovations Conference in Galveston this month.

The plan focuses on three major pillars with goals to be achieved by 2032:

  • HPV vaccination: Increase the percentage of Texas boys and girls up to date on human papillomavirus (HPV) vaccination by age 15 from 50.5 percent to 80 percent
  • Cervical cancer screening: Raise the share of Texas women up to date on cervical cancer screening from 64 percent to 80 percent
  • Timely follow-up, diagnosis and treatment: Ensure 80 percent of women receive diagnostic follow-up and treatment when needed through community outreach, patient navigation, provider training and survivorship support

Overall, the coalition wants to see fewer than four new cases of cervical cancer annually per 100,000 Texas women by 2032, according to a news release from MD Anderson. Currently, Texas has an incidence rate of 9.5 women per 100,000 diagnosed with cervical cancer, compared with 7.5 women per 100,000 nationally.

“Texas has the tools to prevent nearly every case of cervical cancer, but tools can save lives only when people can utilize them,” Dr. Ernest Hawk, vice president and division head of Cancer Prevention and Population Sciences at MD Anderson, said in the release. “The Lone Star Cervical Cancer Elimination Plan gives us a shared roadmap to vaccinate more of our children, screen more of our women and make sure every abnormal result leads to care. With innovations like HPV self-collection and the commitment of partners across the state, elimination is within reach.”

About 40 other hospitals, health care organizations and companies join MD Anderson in the coalition that launched the Lonestar Plan. Those based in Houston include Houston Methodist, Rice University, UTHealth Houston, Texas Children's Hospital, Houston Health Department and others.

The CPRIT also announced its Texans Conquer Cancer Awards and its CPRIT Champion awards during the Innovations Conference this week. Several are based in Houston, including:

  • Zhiqiang An, co-founder of CrossBridge Bio, Director of the Texas Therapeutics Institute, and Vice President of Drug Discovery at the University of Texas Health Science Center at Houston
  • Dr. Abbey Berenson, Director of the UTMB Center for Interdisciplinary Research in Women's Health Care
  • Dr. Michael Taylor, Chair of Pediatric Neuro-Oncology at Texas Children's Cancer and Hematology Center and Director of Texas Children's Pediatric Brain Tumor Research Program

To date, the CPRIT has awarded more than $4.2 billion in grants to fight cancer in the state. Over the summer, it awarded four $2 million grants to institutions in Houston and Bryan for the creation or expansion of “core” cancer research facilities.

Texas Medical Center Innovation recently announced that its $2 million grant would renew its Accelerator for Cancer Therapeutics for five years. Read more from TMCi about the renewal here.

Announcing the 2026 Houston Innovation Awards finalists

Inspirational Innovators

InnovationMap is proud to reveal the finalists for the 2026 Houston Innovation Awards.

The sixth annual Houston Innovation Awards program returns in an all-digital format this fall to honor the best of Houston's innovation ecosystem, including startups, entrepreneurs, mentors, and more.

Finalists were determined by our esteemed panel of judges, comprised of past award winners and InnovationMap editorial leadership.

The panel reviewed applications across 10 prestigious categories to determine our finalists. They will select the winner for each category, except for Startup of the Year, which will be chosen by the public via online voting launching later this month.

We will announce the honoree of our annual Trailblazer Award in the coming weeks, then stay tuned as we unveil all of this year's winners on InnovationMap.com in mid-November.

Get to know our finalists in more detail through editorial spotlights leading up to the winner announcement. Without further ado, here are the 2026 Houston Innovation Awards finalists:

Minority-founded Business

Honoring an innovative startup founded or co-founded by BIPOC or LGBTQ+ representation:

  • AI Made Fun
  • Deep Anchor Solutions
  • HEXAspec
  • Prana Surgical
  • Torres Orbital Mining Inc.

Female-founded Business

Honoring an innovative startup founded or co-founded by a woman:

  • Adair
  • ARIX Technologies
  • Bairitone Health
  • FlowCellutions
  • ParaDocs Health

Energy Transition Business

Honoring an innovative startup providing a solution within renewables, climatetech, clean energy, alternative materials, circular economy and beyond:

  • Capwell Services
  • FlowCellutions
  • Hertha Metals
  • Mars Materials
  • Solidec

Health Tech Business

Honoring an innovative startup within the health and medical technology sectors:

  • Bairitone Health
  • InformAI Inc.
  • Prana Surgical
  • Skybound MedTech

Deep Tech Business

Honoring an innovative startup providing technology solutions based on substantial scientific or engineering challenges, including those in the AI, robotics and space sectors:

  • Casimir
  • Focis AI
  • Machine Saver Inc.
  • Square Robot
  • Venus Aerospace

Startup of the Year (People's Choice)

Honoring a startup celebrating a recent milestone or success. The winner will be selected by the community via an online voting experience:

  • Fluxworks
  • IronLattice
  • Lumino
  • Progress Report
  • Rosarium Health
  • Thread
  • TokenRoster

Scaleup of the Year

Honoring an innovative later-stage startup that's recently reached a significant milestone in company growth:

  • Erock
  • Hertha Metals
  • Venus Aerospace

Incubator/Accelerator of the Year

Honoring a local incubator or accelerator that is championing and fueling the growth of Houston startups:

  • Activate
  • Impact Hub Houston
  • MarMo Innovation

Mentor of the Year

Honoring an individual who dedicates their time and expertise to guide and support budding entrepreneurs:

  • Al Danto, Rice University
  • Eric Rubenstein, New Climate Ventures
  • Jeremy Pitts, Activate
  • Joe Alapat, Liongard
  • Kyle Judah, Rice University's Liu Idea Lab for Innovation & Entrepreneurship
  • Rachel Bickham, Bickham Services Unlimited LLC

Trailblazer Recipient

  • To be announced

Q&A: TIME100 AI honoree Angle Bush on building Houston’s artificial intelligence future

AI builder

Angle Bush, founder and CEO of Black Women in Artificial Intelligence, has a running question for her organization's members: Are you in the lab?

For Bush, inquiry isn’t philosophical. Learning about artificial intelligence is one thing. But building with it? Developing products, solving problems and creating a stake in the emerging AI economy? That’s another thing entirely—and exactly the point.

Bush’s own path into AI began in 2019 with an unlikely project: a robot named Usher, designed to bring her hot cocoa. She went down what she calls “YouTube University” to figure out how to build it and kept encountering another subject: artificial intelligence. Her curiosity eventually led her to a Houston AI event, where she noticed something missing.

She didn’t see a full reflection of herself, prompting a bigger question: If AI was becoming a transformative force, who would have a role in shaping it? Her answer became the premise for what came next: There couldn’t be an AI revolution without Black women.

Bush never finished Usher. Instead, she built Black Women in Artificial Intelligence, which has grown into a global organization with members across five continents.

Six years after launching BWIAI, the Houston founder was named to the 2026 TIME100 AI, TIME’s annual list recognizing 100 of the world’s most influential people in artificial intelligence.

The recognition is significant, but Bush is focused on what comes next: moving people beyond AI literacy and adoption and into creation—turning ideas into deployed products, building economic opportunity and ensuring more people have a hand in shaping the technology.

That mission brings Bush back to Houston, where she sees an opportunity to build on the city’s entrepreneurial culture while advancing conversations around responsible and ethical AI.

InnovationMap spoke with Bush about her TIME100 AI recognition, her push to get more people building with AI, Houston’s role in the technology’s future and her simple message: Get in the lab.

InnovationMap: What accomplishment at BWIAI are you most proud of?

Angle Bush: This past March, 11 of our members designed and deployed products and services utilizing artificial intelligence. For me, that's what we want to do. We're looking for builders. I continually ask our members: Are you in the lab? What are you building?

We have members here in Houston who built a conference app designed to help people better understand and navigate the conference experience. We also have Shonda and Shalisha Witherspoon, The Digital Twins, who created a patent assistant to help individuals interested in creating a patent for their product or service.

For me, watching those women move dreams from notebooks to deployment is more important than anything else. Notebooks are designed to hold your dreams, but not keep your dreams.

For NVIDIA's GPU Technology Conference, if you wanted to participate as part of the Black Women in AI delegation, you had to build something. You couldn't just give me a concept and say, “Hey, Angle, I'm building ABC.” No. I needed you to design it, build it and deploy it. That will continually be one of the things I'm most proud of.

IM: Why is building so important to you?

AB: I've been saying that from the beginning because I tell people all the time: I can talk all day. We can have this conversation all day. But at the end of the day, are we building? What is the result?

Conversation is great. It can provide insight. But we have to put our hands on products. We have to put our hands on the APIs. We have to put our hands on that knowledge and ask, What do we do with it?

After you learn it, what are you doing with it? Are you going to create an app that helps your family? Are you creating an app that allows you to be part of the AI economy in a way that you can control? We're all going to be part of the AI economy at some point based on our careers and everything else. But what part of it can you control?

IM: What's next for Black Women in Artificial Intelligence?

AB: I want to continue our mission to educate, engage, embrace and empower Black women in AI. I want our organization to serve as an opportunity for women to build. How do we build? How do we understand how to build? How do we move beyond how we've been conditioned and start asking questions—not only of ourselves, but also the right questions of corporations?

Long term, I want us to continue building, and then I want us to pass that knowledge and insight down to the next generation. But I also want us to reach back to generations that may not have had this opportunity when they were younger. Maybe they were discouraged from going into STEM when they were younger. I want them to know that you can still build. It doesn't matter what your age is. It doesn't matter what college or university you attended. If you have an idea, we want to democratize AI so that you can build.

IM: BWIAI's story began in Houston. What role do you think Houston can play in the AI boom?

AB: First, I absolutely love Houston. I'm originally from Chicago and was raised in Saginaw, Michigan. But as they say, I got to Houston as quickly as I could. I think Houston has a great opportunity to position itself as a center of excellence for innovation. We have an entrepreneurial spirit and drive that I believe is unmatched.

And as much as we have entrepreneurs, we also have advocates who want to see the ethical use of AI. I think we'll see a rise in entrepreneurship. Houston is already building that ecosystem with the Ion and other entities coming into the fold.

As far as the mark Black Women in Artificial Intelligence will make in Houston, I think we'll bring a different perspective to the city's AI ecosystem. We'll make an impact on the entrepreneurial side, but also on the advocacy side when it comes to the responsible and ethical use of AI, which isn't always talked about.

IM: One of the biggest concerns surrounding AI is its potential to displace workers faster than people can acquire new skills. How should we be thinking about that?

AB: In full transparency, that's a tough question to answer because AI is moving so quickly. There are so many different models and so many different things happening that it can appear as though they're coming out of thin air.

For me, it's a matter of how we work with individuals so they can think more about the system than the model, because the models can retire. The impact this is going to have on communities globally is going to be an interesting dynamic. With the work we're doing at Black Women in Artificial Intelligence, this is our mitigation system: How can we bring individuals along so they can learn artificial intelligence and understand that there is a pivot—and it's not coming. It's happening right now, live.

How can we create an ecosystem where individuals get the training, support and understanding they need? For me, that's how we mitigate it: by creating a space where individuals can learn how to pivot.

IM: If readers take one thing away from this conversation, what do you want it to be?

AB: How important it is to be in the lab. It is important to start building today—not tomorrow, not next week, not next month. We have to be in the lab today. That's it.

This interview has been edited for brevity and clarity.