Three of Houston's mayoral candidates shared the stage at Tech Rodeo to talk about how they would lead the city toward greater success within the innovation space. Photo by Natalie Harms/InnovationMap

It's an election year in Houston, and one of the big topics on the minds of the candidates is how to continue the momentum of Houston's developing innovation ecosystem.

Houston Exponential put three of the declared candidates on the stage yesterday to ask them about their vision for Houston on the final day of Houston Tech Rodeo 2023. HX CEO Natara Branch moderated the discussion with Chris Hollins, Lee Kaplan, and Amanda K. Edwards. Each candidate addressed issues from diversity and equity, the energy transition, and more.

Missed the conversations? Here are a few overheard moments and highlights of the panel.

“It’s integral to our vision for the future of Houston that this is a place where small businesses, entrepreneurs, and creatives can thrive. We want to grow this economy to be one of the strongest economies in the United States — and we know that startups and small businesses are the powerhouse for that.”

— says Chris Hollins, who explains that he's a small business owner himself and also served as interim Harris County Clerk from June 2020 to November 2020, overseeing the 2020 United States presidential election in Harris County.

“Houston has an energy-centric community, and a lot of people who have money have gotten too comfortable investing in just oil and gas. … I understand how hard it is to run a business, and I understand (it) from representing entrepreneurs and investors.”

— says Lee Kaplan, a founding partner at law firm Smyser Kaplan & Veselka LLP.

“One of the things that’s important in a leader is making sure that they understand your issues, but most importantly that they can execute. That has been something that has been chief in concert in the way that I have served in public service, but of course the way that I’ve been a part of the startup economy.“

— says Amanda K. Edwards, who contributed to the establishment of the city’s tech and innovation task force as an at-large Houston City Council member. The task force resulted in the creation of HX Venture Fund and the Innovation District, she explains.

“When we think about cities that have done this really well — Silicon Valley, The Bay Area, Boston, Austin — what’s key in many of those cities is institutions around education. … We have to lean into Rice University and the University of Houston — making these centers for talent, excellence, and innovation so that we’re developing the thinkers, the engineers, the creators of the future, and then we’re giving your businesses a crop of new hires.”

— Hollins says responding to a question about Houston's challenges.

“The thing that I think is the most important for the city is to be rigorous with what we do. We’re not going to get around the fact that it’s hot and we have mosquitos. But we can sell the fact that we have a city that’s improving.”

— Kaplan says on Houston's progress.

“I don’t want to compete or lose to any city in America. When I think about Houston, I’m bullish. I know that we are the place that is home to innovation, and it’s about time that people know us as that."

— Edwards says, referencing how Houston is known nationally for its problems — she gives the example of Hurricane Harvey. “We have major challenges in our city, but we can innovate using our innovation economy to provide answers and solutions to them.”

“Energy has to be a part of our story. We are where we are today because we’re the energy capital of the world. And we know that the energy transition is happening, and if we don’t lean into that, our region stands to lose hundreds of thousands of jobs.”

— Hollins says on the types of emerging tech in Houston.

“You often hear it said that Houston is the most diverse city in the nation, but I pose this challenge: What good is it to be the most diverse if we’re not solving the challenges that diverse communities face? And that includes equity in tech. We have all of the raw ingredients here in the Houston community to make Houston the home of where tech and innovation is diverse and equitable.”

— Edwards says on Houston's diversity and the challenges the city faces.

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Tesla self-driving mode wasn't to blame in Houston-area crash, report suggests

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Federal safety investigators looking into a runaway Tesla that killed a grandmother in her home say the driver had pressed the accelerator to full speed, suggesting the vehicle's self-driving software was not to blame.

The driver had told police that he had the self-driving software turned on, but a report from the National Transportation Safety Board concluded that he had actually overridden that feature when he pushed hard on the pedal. Moments later the Tesla Model 3 raced down a residential street in Katy, Texas, at highway speeds, slammed into a brick home and killed a 76-year-old woman standing in the front room.

The crash last month drew national attention because Tesla CEO Elon Musk is seeking to reassure the public its self-driving feature is safe as he prepares to turn hundreds of thousands of Teslas already on the road into fully automatic vehicles and begin selling two-seated Cybercabs missing steering wheels and pedals.

The crash came two months after officials at a separate federal agency, the National Highway Traffic Safety Administration, announced it was elevating a 2024 investigation of the self-driving feature to new “engineering analysis” level, raising the possibility of a recall of 3.2 million Tesla vehicles.

That NHTSA probe was triggered by crashes where the self-driving feature failed to alert drivers to take control in fog and other poor visibility conditions.

The agency opened an investigation last year into 58 incidents in which Teslas reportedly violated traffic safety laws while using self-driving technology, leading to more than a dozen crashes and fires and nearly two dozen injuries.

Separate from the National Transportation Safety Board, NHTSA is also looking into the Tesla house crash in Texas, one of 46 “special crash” investigations of Tesla's self-driving or driver-assistance technology in the past decade, according to the agency’s records. In more than a dozen of those crashes, at least one person — a driver, passenger or pedestrian — was killed.

Tesla had originally called its driver assistance software Full Self-Driving, or FSD, but auto experts and regulators complained it was misleading because drivers must always keep their eyes on the road and be ready to take over at any time.

The company has since changed the name to Full Self-Driving (Supervised).

Video of the Katy, Texas, accident shows the Tesla traveling at more than 70 mph (112.65 kilometers per hour), jumping a curb then tearing across a lawn before crushing through a brick wall of a home. A woman standing feet away, Martha Avila, was found amid piles of crumbling plaster, split beams and bits of furniture and rushed to a hospital but died.

Sales of Tesla cars still haven't recovered fully from boycotts last year over Musk's political stands, but the stock is rising anyway as he has successfully shifted attention away from the sales figures. He says they matter less now that the company is on the cusp of major technological advances, such as turning Teslas into hands-free vehicles and having its Optimus robots take over for humans for tasks at home and work.

Tesla stock has risen 22% in the past year and is currently trading at 170 times expected annual earnings compared to 20 for the S&P 500.

For its second-quarter financial results, financial analysts surveyed by FactSet expect earnings per share will barely budge — 32 cents versus 33 cents a year earlier — continuing a sixth quarter streak of flat or falling profits.

London AI startup selects Houston for first U.S. office after $20M raise

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London-based AI firm Applied Computing has announced a $20 million Series A round and a new office in Houston.

The new Bayou City office is Applied Computing’s first in the United States and part of its North American expansion. The company is known for its Orbital AI platform, which is tailored for energy operations.

The funding round was led by Houston-based KBR Inc., with participation from San Francisco-based Databricks Ventures. KBR’s investment was first announced in March.

KBR and Applied Computing have also entered into a multi-year agreement to deliver exclusive AI products for the energy sector. KBR already has integrated Orbital into its INSITE 3.0 platform for energy projects, and is also using the product for ammonia production.

Applied Computing’s Orbital platform combines physics-grounded intelligence with models across chemical engineering, time-series forecasting and language, according to the company. The system analyzes sensor readings and can recognize a facility’s equipment constraints and operator activity. The platform can also allow technicians to run simulations of how a change to a facility could affect the rest of its operations.

According to TechCrunch, Applied Computing will use the $20 million to further explore projects and deployments with the energy sector, hire engineering and research positions, and continue to expand internationally, potentially into the Middle East.

The company is also working on deals with a major U.S. stream operator, TechCrunch reports. And Applied Computing shared on LinkedIn that it plans to announce its first partnership with a major European oil company in the coming weeks.

“Yesterday we showed Orbital live in deployments at our demo day at the Energy Institute in London,” Callum Adamson, CEO and co-founder of Applied Computing, posted on LinkedIn on July 16. “Today, we're announcing the capital to scale it globally as well as the launch of our new offices in Houston and Bangalore. In the weeks following, there will be more announcements on our progress, partnerships and deployments.”

The company opened its Bangalore offices in December.

Texas is no longer America's No. 1 most financially distressed state

Report Rebound

After spending an unfortunate year as the No. 1 state with the most people in financial distress, Texas has slightly recovered. But the Lone Star State isn't out of the woods yet: it's still among the five most financially distressed states in America for 2026.

According to WalletHub's 2026 report, Texas sits in the No. 4 spot this year, while Kansas, Louisiana, and Florida moved up to become the top three states with the most financially distressed residents.

The personal finance website's experts compared all 50 states based on residents' average credit scores, the share of people with "accounts in distress" (meaning an account that's in forbearance or has deferred payments), the one-year change in bankruptcy filings from March 2025, and search interest indexes for "debt" and "loans."

Despite improving in the overall ranking, the study found Texas has had the fourth-biggest spike in bankruptcy filings nationally from March 2025 to March 2026. Texas residents also have the 10th worst average credit scores in the country, according to the findings.

This is how Texas ranked across the study's six key dimensions, where No. 1 means "most distressed:"

  • No. 4 – Change in bankruptcy filings from March 2024 to March 2025 rank
  • No. 5 – Average number of accounts in distress rank
  • No. 8 – "Loans" search interest index rank
  • No. 8 – People with accounts in distress rank
  • No. 12 – Credit score rank
  • No. 13 – “Debt” search interest index rank

It feels like inflation and affordability have been top-of-mind for many Americans over recent years, and uncertainty around the national economy also adds another level of distress. That's especially true for Houston residents, which were dubbed the second most financially distressed people in America earlier in 2026.

"Americans have faced significant financial challenges in recent years, as inflation, shifting unemployment levels, public health emergencies, and natural disasters have made it more difficult for many households to stay on top of their bills," the report said.

The top three states that have the least financially distressed residents are Maine (No. 50), Rhode Island (No. 49), and Hawaii (No. 48).

The top 10 most financially distressed states in America for 2026 are:

  • No. 1 – Kansas
  • No. 2 – Lousiana
  • No. 3 – Florida
  • No. 4 – Texas
  • No. 5 – South Carolina
  • No. 6 – Wyoming
  • No. 7 – Georgia
  • No. 8 – California
  • No. 9 – North Carolina
  • No. 10 – Kentucky
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A version of this article originally appeared on CultureMap.com.