Aatonomy sees autonomous vehicles as inefficient and unsafe. That's why the Houston startup is doing something differently. Sean Pavone/Getty Images

When there isn't a global pandemic, nearly 7 million people drive around Houston, and an estimated 77,000 people commute for more than an hour and a half to work. Drivers spend $1,376 and waste 31 gallons of fuel a year — to sit in traffic for what adds up to 75 hours each year.

When Wilson Pulling moved to the city two summers ago, he set out to fix all that traffic-sitting using autonomously driven cars, but not the high-priced ones that Uber and Tesla have designed. These are your regular, three- or four-year-old Honda Civics and Kia Sorentos — the cars you already own.

In 2016, Pulling founded had Aatonomy with his partner, Yang Hu, based on their thesis work from Cornell's Computer Science program. Moving the company south after two years operating out of San Francisco, they aimed not to build the self-driving car of the future, but to make the cars that Houstonians are wading through congested freeways in today drive themselves.

"Everyone doesn't get to buy a Tesla. They're driving their Corollas," Pulling says. "The way autonomy is going right now, that person is never going to benefit. We are the only way."

The company's technology attaches a wireless receiver to the car, which has to be from at least 2016 to work with them. Then, Aatonomy places sensors all along the roads and streetlights. The sensors and receiver communicate with each other, and enable autonomous driving.

Imagine, Pulling says, a 30-mile of I-45 with Aatonomy's sensors. You'd roar up the freeway, handling the controls. Then, the car's computer, under guidance from Aatonomy's network of sensors, would take over. You'd sit back, the car will navigate the traffic along with the other cars — and if all the cars are autonomous, Pulling says, the algorithm could slash congestion. When your car exits the freeway, you'd take back control.

That stretch of freeway would cost $26 million for 200,000 commuters across Houston, Pulling says, but other self-driving cars cost around $250,000 per vehicle — summing up to $50 billion for those same commuters. And Pulling says the Aatonomy system is a safer bet than the way Uber's autonomous driving. Uber's car once killed a pedestrian because, somehow, the company didn't program it to avoid people jaywalking. But because Aatonomy will manage sensors all over the street, the company will be able to monitor potential accidents more quickly than an Uber car would.

"This is a really radically different approach to a technology that, frankly, a lot of people have lost a lot of faith in," Pulling says.

Aatonomy's approach requires a smart city commitment — but the city of Houston is already buying in. First, Aatonomy, a member of the Ion Smart and Resilient Cities accelerator's inaugural cohort, got a short-term project with Aatonomy and Verizon to mount intersection cameras for studying how to prevent collisions with pedestrians on the Northside.

Additionally, the city has also greenlit a two-year pilot with Aatonomy to automate a bus route in downtown Houston. The aim, Pulling says, is making a "proof-of-concept" before rolling out sensors across I-45 — but it's also to use Houston as proof that autonomous driving can be achieved, but from a different angle than Uber.

"Self driving cars don't work. That's our thesis," Pulling says. "That's why we're building self-driving cities."

The Ion Smart Cities Accelerator program's inaugural cohort is moving into its next phase, and some participating startups earned some cash along the way. Courtesy of Station Houston

Startups take home cash prizes at inaugural Houston accelerator demo day

ion smart cities

The Ion Smart Cities Accelerator wrapped up the first phase of its inaugural program with a demo day this week as the startups move onto the pilot phase.

Over the past three months, the 10 selected startups have been working with mentors and the Station Houston resources to hone their companies within the program's new dedicated space, which includes a prototyping lab. At the demo day, which represents the conclusion of the first part of the Intel- and Microsoft-backed program, the startups presented their companies, what they've accomplished, and where they are headed.

Two companies received $5,000 checks from sponsors. GoKid, a carpooling optimization tool, received a prize from Brex, a credit card for startups. The other big winner was Aatonomy, a self-driving communities technology, which was awarded by Gulf States Toyota.

Ion Accelerator Demo Day F. Carter Smith

The second leg of the journey begins in January with pilot programs for the next six months. According to Christine Galib, director of Ion Smart Cities Accelerator, the companies have 15 pilots in the Houston area that hope to positively affect the lives of Houstonians.

"Our startups' technology focuses on connecting people. And this is what makes Houston truly the smartest city in America," says Galib. "To truly be the smartest city in America, we must continue to focus on how we connect people, and why we connect people, as well as to provide the processes and partnerships for these connections — not only to occur by chance, but also to be sustainable."

Gabriella Rowe, executive director of The Ion, echoed the importance people had on the smart cities equation.

"The great success that this accelerator has experienced over the last three months has really been because of people," she says.

Among those people who received a special shoutout from Rowe were the program's inaugural set of mentors. Several of these mentors introduced each of the startups as they presented.

"All of you opened your calendars, your time, and your wisdom to help these startups, but also to help our city," Rowe says to the crowd, which included the program mentors. "And to express a universal desire to make Houston the best possible city it can be, accessible to all Houstonians in every way as we grow to be that innovation economy and city of the future."

The Ion Smart Cities Accelerator — named for its to-be home, The Ion — announced the 10 companies selected for the first cohort. Courtesy of Rice University

Exclusive: New Houston accelerator reveals its inaugural cohort and announces strategic partner

Smart Cities

The Ion Smart Cities Accelerator launched earlier this year with a goal of engaging startups from around the world to solve some of Houston's most prevalent challenges. Backed by Intel and Microsoft and partnered with the city of Houston and Station Houston, the program has developed a curriculum and selected its first cohort.

Ten startups from around the world — half of which from right here in Houston — were selected to be a part of the program. And narrowing down to 10 was tough for the program's judges, says Christine Galib, director of the Ion Smart Cities Accelerator.

"Selecting the participants for our first cohort was difficult, due to this amazing pool of talent — that's always the problem you want to have," she tells InnovationMap.

The program will be a 10-month process, beginning Wednesday, September 4. The accelerator's Demo Day is scheduled for December 4, and then the participants will complete a pilot program with the city from January to June, Galib says.

Based on the issues the cohort aims to solve — resilience and mobility — the program and the city of Houston decided on Near Northside as a focus for the companies.

"We focused on aligning to the needs of the city of Houston and our spotlight community, Near Northside," Galib says. "We really considered the focus areas that we have identified that were needs or challenges in the area, like aging infrastructure or health and safety."

The entrepreneurs will attend local meetings, connect with the community, and zero in on the neighborhood for solutions. This provides a more accessible avenue of integration for each of the companies' technologies and allows for the entrepreneurs to receive feedback in real time from the community.

"One of my biggest things with the accelerator is technology will be for the people, and not the other way around. We're really hoping that we can build relationships with community members in Near Northside such that they'll be able to have access to our startups and their technology in a very integrated way."

Along with this new neighborhood focus, the program also announced a partnership with the University of Houston.

"We're collaborating with the UH Technology Bridge such that professors, researchers, and startups associated with UH can have a pipeline from the world of academia and research to industry and urban planning," says Galib.

Here are 10 selected startups for the inaugural cohort.

Aatonomy

Houston-based Aatonomy has developed a device that allows for Houston drivers to instal self-driving technology in their own vehicles.

"They're basically Tesla's autopilot — but for cars we already own," Galib says.

The technology makes for safer, smarter driving around town.

AeoShape

Another homegrown company, AeoShape is in the business of compiling data and making it easier to use — from facial analysis to location-based services, the company is taking data and organizing it to more easily use it for finding solutions or strategies.

"Imagine having all the big data served up anywhere at any time in a comprehensive, visual way," Galib says.

BlocPower

Based in New York, BlocPower is connecting the dots in the consumer energy world. The startup links up with government entities, utilities contractors and more to engage IoT, machine learning, and structured finance technology to better provide clean energy in American cities.

"This is pairing the different segments in the building and infrastructure world in a way that makes sense so that they can build in an integrated way," Galib says.

GoKid

Another New York company, GoKid has a solution for carpooling. In a world so conveniently filled with ridesharing technology, busy parents still struggle to find safe rides home for their kids. The free app allows for parents to connect with one another in a way never before been optimized for school pick-up and drop-off.

"We see GoKid really working with our schools here to make ridesharing safer," Galib says. "We really like them because they were a solution for the ridesharing challenge — a lot of parents who might need carpooling services don't necessarily trust an Uber driving that they don't know."

Kriterion

Artificial intelligence company Kriterion is based in South Africa, but will soon call Houston home. The company takes AI a step further in its industry and infrastructure approach.

"We see their platform shaping three areas of Houston: waste management, power system management, and pothole detection and maintenance management," says Galib.

Sensytec

Sensytec comes out of the University of Houston and uses is technology to monitor, analyze, and quantify cement and concrete conditions.

"We thought this was pretty cool to have in our cohort because Houston is quite the concrete jungle," says Galib.

The company was also recently named a top startup in MassChallenge Texas' inaugural Houston cohort.

SlideX

Houston-based SlideX has solutions for everyone's daily struggle: Parking. The company's technology has applications for finding parking in the city — including a 3D map to help direct you — and even for paying for parking.

"They call themselves 'the next generation of intelligent parking,'" Galib says.

Umanity

San Francisco-based Umanity has created a philanthropic supply chain tool. The technology can match and map local nonprofit needs to volunteers and donations, plus provide real-time analytics.

"This is kind of the epitome of doing good and adds a very strong social enterprise and community base component to our startups," says Galib.

Wyzerr

Kentucky startup Wyzerr specializes in easy-to-use surveys.

"We think Wyzerr can provide a good feedback platform where the city of Houston, businesses, and nonprofits can easily engage with people all over the city to find out how satisfied they are with the businesses and services the city provides," Galib says.

The company's technology can be crucial for tracking KPIs and progress.

"When you're creating a Smart City, there are obviously objectives you set for what you consider to be a Smart City, but also there are ways to measure how well you're meeting those objectives," she adds.

Reality IMT

Houston-based Reality IMT is engaging the latest technology tools to digitize infrastructure.

"This really speaks to understanding our infrastructure and ways to make it safer and more efficient, and also understanding the data associated with that," says Galib.

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Texas is the 7th hardest working state in America for 2026, says report

Labor Day Report

Texans pride themselves on being industrious, and a new report has confirmed Texas as one of the 10 most hardworking states in America in 2026.

The Lone Star State claimed the No. 7 spot this year in a slight dip from its 2025 ranking, where it appeared in the top five. Texas last ranked 7th in 2024, but the state has consistently appeared among the top 10 for nearly a decade.

WalletHub determined the rankings after analyzing 10 "direct" and "indirect" work factors across all 50 states, and then graded each metric on a 100-point scale, where a score of 100 signified the "hardest working." Analysts then examined each state’s weighted average across all metrics to calculate its overall score and used the resulting scores to rank-order the states.

There was only a 10.32-point difference between Texas and South Dakota, who claimed the top spot as America's hardest working state in 2026 with a score of 64.59 out of a possible 100 points.

Texas ranked 6th nationally in the "direct" work factors category, which examined the following six metrics:

  • The state's average workweek hours.
  • Employment rates.
  • The share of households where no adults work.
  • The share of workers leaving vacation time unused.
  • The share of "engaged" workers — those that are "involved in, enthusiastic about, and committed to their work and workplace," as defined by Gallup.
  • The rate of "idle youth" — individuals aged 18-24 who are not currently enrolled in school, not working, and have no degree beyond a high school diploma or GED.

Texas ties with Louisiana for the second highest average workweek hours nationwide, with Alaska topping the list with the No. 1 longest workweeks in America. Alaska is the only state where workers clock in more than 40 hours per week at their jobs, with WalletHub reporting Alaskans work 41.4 hours on average weekly.

In the "indirect" work factors category — which encompassed workers' average commute times, the share of workers with multiple jobs, annual volunteer hours per resident, and the average leisure time spent per day — Texas ranked 36th nationwide.

Here's how WalletHub ranked Texas in three individual metrics:

  • No. 10 – Average commute times
  • No. 20 – Average leisure time spent per day
  • No. 30 – Employment rates

According to the World Economic Forum, Americans clock in about 1,800 hours at work per year on average, which is 468 more hours per year than workers in Germany. And many are leaving vacation time on the table, WalletHub says.

"Even when given the chance to take time off, many Americans won’t, as nearly half of workers don't expect to use all of their allotted vacation days," the report said. "It is possible to work hard without overdoing it, though. Hard work is key to success, and the residents of some states understand that better than others."

Hardest-Working States in America


The top 10 hardest working states in America in 2026 are:

  • No. 1 – South Dakota
  • No. 2 – North Dakota
  • No. 3 – Alaska
  • No. 4 – Hawaii
  • No. 5 – Wyoming
  • No. 6 – Nebraska
  • No. 7 – Texas
  • No. 8 – New Hampshire
  • No. 9 – Tennessee
  • No. 10 – Georgia
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This article originally appeared on CultureMap.com.

Houston ranks No. 3 among rising coding markets in U.S.

city code

When you think of coders—the wizards who design, write and test programming languages for software and mobile apps—tech hotbeds like Silicon Valley and Austin might pop into your head.

But Houston has earned a spot on the coding map.

A new study puts the Houston area in third place among the fastest-growing metros for coding in the U.S.

The study, published by coding platform Coddy Tech, ranks Albuquerque, New Mexico, as the top on-the-rise market for coding. San Antonio sits in second place.

Houston earned a “momentum score” of 77 out of 100. The momentum category measured job growth for developers, rising interest in coding as measured by online searches, and growth in hackathon activity.

Here are the 10 fastest-rising U.S. metros for coding:

  • No. 1 Albuquerque, New Mexico
  • No. 2 San Antonio
  • No. 3 Houston
  • No. 4 Jacksonville, Florida
  • No. 5 Cape Coral, Florida
  • No. 6 Columbia, South Carolina
  • No. 7 New York City
  • No. 8 Salt Lake City
  • No. 9 North Port, Florida
  • No. 10 Tampa, Florida

The study analyzed the country’s 75 largest metros “to map where coding has taken hold and where it’s catching fire.” It took into account learning searches, GitHub developer density, job growth, interest in bootcamps and hackathon activity. Only 64 metros were eligible for the ranking of fastest-growing markets.

Austin tops ranking of coding capitals

Coddy crowned Austin the coding capital of the country, with Houston landing at No. 24 in the ranking of the most established coding hubs. San Antonio appeared at No. 16 and Dallas at No. 22.

Here are the top 10 coding hubs:
  • No. 1 Austin
  • No. 2 San Jose, California
  • No. 3 Seattle
  • No. 4 San Francisco
  • No. 5 New York City
  • No. 6 Salt Lake City
  • No. 7 Denver
  • No. 8 San Diego
  • No. 9 Los Angeles
  • No. 10 Raleigh, North Carolina

Why do coders matter?

Without coders, cellphones, laptops, smart TVs and other devices might not work well — or at all. Coding allows people to communicate with these devices, according to ComputerScience.org.

“Since computers do not communicate like humans, coding acts as a translator,” ComputerScience.org explains. “Code converts human input into numerical sequences that computers understand.”

NASA awards Texas Space Commission role in $10M aerospace workforce initiative

space hub

The Texas Space Commission is one of seven organizations tapped by NASA to lead the space agency's new state and regional Skilled Technical Workforce Hubs.

The $10.5 million initiative aims to help foster the next generation of skilled workers in the aerospace industry.

Through the new program, the hubs will work together over the next three years to meet growing industry needs by aligning “industry employers, community colleges, high school career and technical education programs, and workforce systems,” according to a news release from NASA.

It aims to create clear pathways for workers in technical jobs, like welding, electrical work and machining, plus other jobs that require advanced STEM knowledge but do not require a bachelor’s degree.

“The need for technical talent is already urgent and will only continue to grow as we return humanity to the Moon and set our sights on Mars and beyond,” Elaine Ho, associate administrator for the Office of STEM Engagement at NASA, said in the release. “NASA is uniquely positioned to be the catalyst and convener that accelerates America’s aerospace workforce development and fosters the next generation of technicians.”

As part of the initiative, the TSC plans to launch the statewide network known as the Texas Space STEM Alliance (TSSA). According to a TSC release, the TSSA will link up schools, colleges, workforce groups and aerospace companies to build a pipeline for space-industry workers.

Additionally, the TSC is developing the Texas Aerospace Pathways Plus (TAP+) portal to consolidate information on training programs, internships, apprenticeships, employment opportunities and scholarships, while also identifying regional gaps in workforce opportunities.

Other state and regional organizations to receive the award include:

  • Antelope Valley Community College District in Lancaster, California
  • Georgia Tech Research Corporation
  • Minnesota State Colleges and Universities
  • Southern Utah University
  • Space Florida
  • State Board for Community Colleges and Occupation Education, Arapahoe Community College in Littleton, Colorado

The Houston area is home to more than 43,000 aerospace and aviation professionals, according to the Greater Houston Partnership. The Texas Space Commission has been awarded $150 million for 24 projects since being established to increase the state’s space economy in 2023.

The funding for the NASA state hubs comes from NASA’s Office of STEM Engagement through its Next Gen STEM Project.