Houston researcher builds radar to make self-driving cars safer

eyes on the road

EyeDAR aims to curb autonomous vehicles' blind spots. Photo courtesy Rice University

A Rice University researcher is giving autonomous vehicles an “extra set of eyes.”

Current autonomous vehicles (AVs) can have an incomplete view of their surroundings, and challenges like pedestrian movement, low-light conditions and adverse weather only compound these visibility limitations.

Kun Woo Cho, a postdoctoral researcher in the lab of Rice professor of electrical and computer engineering Ashutosh Sabharwal, has developed EyeDAR to help address such issues and enhance the vehicles’ sensing accuracy. Her research was supported in part by the National Science Foundation.

The EyeDAR is an orange-sized, low-power, millimeter-wave radar that could be placed at streetlights and intersections. Its design was inspired by that of the human eye. Researchers envision that the low-cost sensors could help ensure that AVs always pick up on emergent obstacles, even when the vehicles are not within proper range for their onboard sensors and when visibility is limited.

“Current automotive sensor systems like cameras and lidar struggle with poor visibility such as you would encounter due to rain or fog or in low-lighting conditions,” Cho said in a news release. “Radar, on the other hand, operates reliably in all weather and lighting conditions and can even see through obstacles.”

Signals from a typical radar system scatter when they encounter an obstacle. Some of the signal is reflected back to the source, but most of it is often lost. In the case of AVs, this means that "pedestrians emerging from behind large vehicles, cars creeping forward at intersections or cyclists approaching at odd angles can easily go unnoticed," according to Rice.

EyeDAR, however, works to capture lost radar reflections, determine their direction and report them back to the AV in a sequence of 0s and 1s.

“Like blinking Morse code,” Cho added. “EyeDAR is a talking sensor⎯it is a first instance of integrating radar sensing and communication functionality in a single design.”

After testing, EyeDAR was able to resolve target directions 200 times faster than conventional radar designs.

While EyeDAR currently targets risks associated with AVs, particularly in high-traffic urban areas, researchers also believe the technology behind it could complement artificial intelligence efforts and be integrated into robots, drones and wearable platforms.

“EyeDAR is an example of what I like to call ‘analog computing,’” Cho added in the release. “Over the past two decades, people have been focusing on the digital and software side of computation, and the analog, hardware side has been lagging behind. I want to explore this overlooked analog design space.”

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Houstonians will see Waymos on the road soon. Photo by Justin Sullivan/Getty Images

Waymo self-driving robotaxis have officially launched in Houston

Waymo has arrived

Waymo will begin dispatching its robotaxis in four more cities in Texas and Florida, expanding the territory covered by its fleet of self-driving cars to 10 major U.S. metropolitan markets.

The move into Dallas, Houston, San Antonio and Orlando, Florida, announced Tuesday, February 24, widens Waymo's early lead in autonomous driving while rival services from Tesla and the Amazon-owned Zoox are still testing their vehicles in only a few U.S. cities.

In contrast, Waymo's robotaxis already provide more than 400,000 weekly trips in the six metropolitan areas where they have been transporting passengers: Phoenix, the San Francisco Bay Area, Los Angeles, Miami, Atlanta, and Austin, Texas.

Waymo operates its ride-hailing service through its own app in all the U.S. cities except Atlanta and Austin, where its robotaxis can only be summoned through Uber's ride-hailing service.

The expansion into four more markets marks a significant step toward Waymo's goal to surpass 1 million weekly paid trips by the end of 2026. Without identifying where its robotaxis will be available next, Waymo is targeting a list of eight other cities that include Las Vegas, Washington, Detroit and Boston while signaling its first overseas availability is likely to be London.

To help pay for more robotaxis, Waymo recently raised $16 billion as part of the financial infusion that puts the value of the company at $126 billion. The valuation fueled speculation that Waymo may eventually be spun off from its corporate parent Alphabet, where it began as a secret project within Google in 2009.

Although Waymo is opening up in four more cities, its robotaxis initially will only be made available to a limited number of people with its ride-hailing app in Dallas, Houston, San Antonio and Orlando before the service will be available to all comers in those markets.

Cruise is now cruising some Houston streets. The self-driving car service has launched with $5 flat-rate rides. Photo courtesy of Cruise

Exclusive: First self-driving car service for passengers launches in Houston

ready to ride

For the first time, Houstonians can hail an autonomous vehicle to get from point A to point B, thanks to a tech company's latest market roll out.

San Francisco-based Cruise, which has launched in its hometown, Phoenix, and Austin over the past year and a half, previously announced Houston and Dallas as the company's next stops. Dallas, where Cruise is currently undergoing testing, will roll out its service by the end of the year.

As of today, October 12, Houstonians in the Downtown, Midtown, East Downtown, Montrose, Hyde Park, and River Oaks neighborhoods can hail a ride from an autonomous electric vehicle seven days a week between the hours of 9 pm to 6 am.

"We believe that everyone has a right to safer, more accessible and more affordable transportation, and we remain focused on cities first because that’s where our mission will have the greatest impact. Houston follows that city-first strategy with its densely traversed downtown, propensity for ridehail, and vibrant cultural center," Sola Lawal, Cruise's Houston manager, tells InnovationMap. "Cruise also shares in Houston’s Vision Zero mission to end traffic deaths and serious injuries by 2030 and we’re excited to address the transportation needs of Houston communities."

Although today marks the launch to the public, Cruise's employees and their friends and family have been testing out the service since August.

"People love this shift from working for your car as the driver, to the car working for you and the time this gives people back in their days," he explains. "A common reaction from first time riders starts with people being shocked and awed for the first two minutes then the ride becomes so normal that you forget you're in a driverless car."

Founded in 2013 by CEO, CTO, and President Kyle Vogt and Chief Product Officer Dan Kan, Cruise vehicles have self-driven over 5 million miles — 1 million of those miles were cruised on Texas streets. The company's fleet includes 400 electric vehicles powered by renewable energy.

Cruise's plan for Houston is to launch and grow from there, including launching larger passenger vehicles, the Origin fleet, for bigger groups of people.

"We always start small and methodically expand from there. For us it’s all about safety and how we expand in partnership with communities, so we let that be our guide for expansion vs arbitrary timelines," Lawal says. "Our goal is to continue to expand as quickly and safely as possible so we can get folks to the Rodeo when it starts and back home, anywhere in Houston, when it ends. You can expect expanded map areas, increased supply of AVs, and expanded hours until we are 24/7 across Houston."

Cruise has raised $10 billion in capital commitments from investors, including General Motors, Honda, Microsoft, T. Rowe Price, Walmart, and others. Additionally, the tech company has also a $5 billion credit line with GM Financial, giving it the financial support needed to scale. Strategically aligned with General Motors and Honda, Cruise has fully integrated manufacturing at scale.

Cruise, which touts a pricing model competitive to existing rideshares, is launching with $5 flat-rate rides for passengers.

"Houstonians who ride with us have the chance to be part of history in the making," Lawal tells Houston's to-be Cruise riders. "The industry has made incredible progress in the last two years but we are still in the early days of what’s to come as driverless ridehail becomes a reality for more people.

"We are proud of the service we’ve built so far and the safety record we have to show for it, but will always continue to improve. We're excited to launch with the community of Houston and we simply ask that you give it a try," he continues. "And when you do please give us feedback, we’d love to hear about your experience."

Origin, a larger, six-person self-driving vehicle, will also launch in the Houston market once Cruise rolls it out. Rendering courtesy of Cruise

Soon, you'll be able to cruise to your destination without a driver in Houston. Photo via Cruise/Facebook

Self-driving rideshare company cruises its robotaxies into Houston

look ma, no driver

Anew driverless ridehail service is coming to Houston: Cruise, the all-electric, driverless car company backed by GM, is expanding in Texas with launches in both Dallas and the Bayou City.

This follows an initial launch in Austin in 2022, their first city in Texas.

Cruise builds and operates driverless vehicles that you can call via an app, like any other ride hailing service. "But our vehicles show up without anyone else inside," they say.

The entire fleet is all-electric and the vehicles are equipped with a 360-view, with the ability to react to whatever they encounter on the road.

They test their vehicles using simulations, through millions of scenarios and virtual miles; they’ve also driven more than 4 million real miles, mostly in San Francisco.

They have not defined what the cost will be but according to The Verge, the rates in San Francisco vary depending on length of trip and time of day: "A customer taking a 1.3-mile trip would pay 90 cents per mile and 40 cents per minute, in addition to a $5 base fee and 1.5 percent city tax, for a total of $8.72." By comparison, an Uber ride for the same trip would cost at least $10.41.

The company was founded in 2013 and vehicles began to hit the road in 2022. They operate a total fleet of roughly 300 all-electric AVs, powered 100 percent by renewable energy. In addition to Austin, they operate in San Francisco and Phoenix, where they've completed 35,000 self-driving deliveries in a partnership with Walmart.

According to a statement from CEO Kyle Vogt, they'll begin supervised driving (with a safety driver behind the wheel) in Houston as they finetune their AI technology to understand the nuances and unique elements of the city, with Dallas to follow shortly after.

In a blog post, Vogt says their cars drive the speed limit and come to a complete stop at every stop sign. They respond to police sirens, flashing lights on fire trucks or ambulances, and stop signs that fold out of school buses.

They react to people on scooters, people using bike lanes, and cars driving on the wrong side of the road. "In short, they are designed to drive safely by obeying the law and driving in a humanlike way," he says. Actually, that sounds better than humans.

When vehicles encounter a situation where they aren’t 100 percent sure of what to do, they slow down or stop and pull over to the side of the road. This has caused some bumps in San Francisco where cars stopped and idled in the street for no apparent reason, delaying bus riders and disrupting the work of firefighters.

Photo via Cruise/Facebook

Some of the "bumps" have been comical, such as the 2022 incident in which a confused San Francisco police officer pulled a Cruise over, and then the Cruise drove away.

And as Reuters notes, autonomous vehicles have not rolled out as fast as anticipated, due to regulations, safety investigations, and arduous technology.

When Cruise first enters a city, they hire a mapping and data collection team to learn bike lanes, school zones, and major intersections. But most of the time, the vehicles will be carrying riders in the back seat, or completely empty and en route to another pickup.

The company partners with first responders, including police and fire departments, to ensure they’re ready and familiar with how to interact with the vehicles, engaging with those agencies before and after launch.

"Our guiding mission has always been to improve road safety, reduce emissions, and reduce congestion with our driverless ride-hail service in cities, which is where we’ll see the most significant positive impact the soonest," Vogt says. "Houston and Dallas are committed to reducing traffic deaths as part of their Vision Zero commitments, and we are excited to operate in and partner with these new communities in this shared mission."

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This article originally ran on CultureMap.

Cruise is kicking off its driverless ridehailing service in Austin. Photo via GetCruise.com

New self-driving car service from San Francisco officially cruises into Texas

ready to roll

A driverless ridehailing app has made its first expansion out of California — and it's rolled right into Texas.

Founded in San Francisco in 2013, Cruise has completed its first driverless rides in Austin, marking its official launch. The company has not announced any other expansion plans at the moment.

It was a quick turnaround for the company, which announced its intentions in the Capital City in September, calling the feat “going from zero to driverless in about 90 days.” The service is only in three cities so far — based in San Francisco and expanded out to Austin and Phoenix — but given the success of that timeline, it’s reasonable to expect much more as soon as the company announces it.

“Folks, we are entering the golden years of [autonomous vehicle] expansion,” tweeted Crusie CEO Kyle Vogt while announcing the achievement on December 20.

Vogt seems to be right, at least in Austin. News about driverless vehicles keeps popping up, from pioneering autonomous Lyft rides to independent delivery robots for Chick-fil-A and Ikea. A major difference is the patron; while most other autonomous driving news is centered on using the technology for a well-known company providing value in other spaces, Cruise is driving for itself. (It has, however, received investment funds from companies like Honda and Walmart.)

Rider testimony focuses on safety with an aura of giddiness. Even amid the novelty displayed in a video Vogt shared, riders talked about the vehicle’s caution and smoothness. A safety page on the company’s website claims several measures including constant 360-degree vision, a sensitivity to even very light external touch, and communication between fleet vehicles to assist in machine learning. And if all else fails, the company emphasizes “end-to-end redundancy,” meaning that the system can compensate for failures.

Few topics polarize Austinites like opinions on driverless vehicles and this city’s magnetism for testing experiences. Love it or hate it, this is quintessential Austin.

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This article originally ran on CultureMap.

Coming soon — autonomous food delivery on Uber Eats. Photo courtesy of Nuro and Uber

Tech company inks 10-year deal with Uber to provide self-driving delivery service in Houston

automatic autos

Houstonians will soon be able to get completely autonomous delivery of their dinners, groceries, and more thanks to a new 10-year partnership.

Uber Technologies, Inc. and Nuro have cut a deal that will provide autonomous, electric vehicles for food deliveries in Houston and Mountain View, California, beginning his fall, according to a news release. A Bay Area expansion will follow, but Houston's no stranger to Nuro-powered deliveries. California-based Nuro has launched five delivery pilot programs in Houston since 2019 with partners Kroger, Walmart, CVS, Domino's, and FedEx.

With this new partnership, users will have access to meals, groceries, and other goods available on the Uber Eats platform — as well as the opportunity to support local businesses.

“Nuro and Uber share a vision in which technology can make everyday life just a little bit easier,” says Noah Zych, global head of autonomous mobility and delivery at Uber, in the release. “Nuro’s distinctive autonomous vehicles are a great match for the Uber platform, and this partnership will bring a compelling combination of innovation alongside the convenience, affordability and reliability our customers and merchants have come to expect.”

Nuro, which recently closed a $600 million series D round just under a year ago, is reportedly the first company to operate fully autonomous vehicles in three states —Arizona, California, and Texas.

“Our partnership with Uber underscores Nuro’s track record of partnering with the world’s leading brands to make autonomous delivery a seamless experience,” says Cosimo Leipold, head of partnerships at Nuro, in the release. “With our unique autonomous delivery vehicles and Uber’s phenomenal scale and reach, we can expand food delivery options from your favorite local mom-and-pop restaurants all the way to nationwide chains.”

The company tapped Houston as its first full-scale operational city. Nuro previously told InnovationMap that was because the city offered a wide range of variation in the infrastructure across Houston's neighborhoods.

"Houston is our first full-scale operations city," Sola Lawal, product operations manager in Houston, told InnovationMap in January 2020. "All eyes at Nuro are focused on Houston."

Autonomous Uber Eats coming soon — thanks to Nuro. Photo courtesy of Nuro and Uber

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Report: These 10 jobs earn the biggest salary premiums in Texas

A move to Texas bolsters earnings for some, and a new SmartAsset study has revealed the top professions where the median annual earnings in the Lone Star State exceed the national median.

The report, "When it Pays to Work in Texas — and When It Doesn’t," published in April, analyzed over 700 occupations to determine which have the biggest "Texas premium" — meaning jobs where the price-adjusted median annual pay in Texas most exceeds the national median for the same occupation — and which jobs have the biggest “Texas penalty,” where the statewide median annual pay falls furthest below the national median. Salaries were sourced from the U.S. Bureau of Labor Statistics (BLS) and adjusted for regional price parity.

According to the report's findings, geoscientists have the biggest "Texas premium" and make a $159,903 median annual salary. Texas' salary for geoscientists is 61 percent higher than the national median for the same position (after adjusting for regional price parity).

"Texas’s large petroleum industry helps explain why employers in the state retain so many geoscientists," the report's author wrote. "In fact, the Lone Star State is home to more geoscientists than any other state except California."

There are more than 3,600 geoscientists working in Texas, SmartAsset said.

These are the remaining top 10 occupations with the biggest "Texas premiums" (salaries are price-adjusted):

  • No. 2 – Commercial pilots: $167,727 median Texas earnings; 37 percent higher than the national median
  • No. 3 – Sailors: $67,614 median Texas earnings; 36 percent higher than the national median
  • No. 4 – Aircraft structure assemblers: $83,519 median Texas earnings; 35 percent higher than the national median
  • No. 5 – Ship captains: $108,905 median Texas earnings; 27 percent higher than the national median
  • No. 6 – Nursing instructors (postsecondary): $100,484 median Texas earnings; 26 percent higher than the national median
  • No. 7 – Tax preparers: $63,321 median Texas earnings; 25 percent higher than the national median
  • No. 8 – Chemists: $104,241 median Texas earnings; 24 percent higher than the national median
  • No. 9 – Health instructors (postsecondary): $128,680 median Texas earnings; 22 percent higher than the national median
  • No. 10 – Engineering instructors (postsecondary): $129,030 median Texas earnings; 22 percent higher than the national media

The careers where Texas workers earn less

SmartAsset said an editor is the Texas profession where workers earn the furthest below the median for the same occupation elsewhere in the U.S. Not to be confused with film and video editors, BLS defines editors as those who "plan, coordinate, revise, or edit written material" and "may review proposals and drafts for possible publication."

The study found editors make a price-adjusted median wage of $29,710, which is 61 percent lower than the national median for the same position, and there are nearly 8,200 editors in Texas.

It's worth noting that the salaries for editors may be skewed by the fact that there are not major publications in rural areas of Texas, and other professions may also have financial deviations for similar reasons.

Several healthcare jobs also appear to have the worst penalties in Texas compared to elsewhere in the country. Home health aides are the second-worst paying professions in the state, making a median wage of $24,161.

"More home health aides work in Texas than in nearly any other state, with only California and New York employing more," the report said. "However, the more than 300,000 Texans in this occupation earn median annual pay that is about 31 percent below the national median, after adjusting for regional price parity.

SmartAsset clarified that pay penalties are not consistent "across the board" for other healthcare occupations in Texas.

"For physical therapy assistants, occupational therapy assistants, and postsecondary nursing instructors, Texas may be an especially strong place to work, with these occupations offering 'Texas premiums' of between 17 percent and 26 percent," the study said.

These are the remaining top 10 occupations where median annual earnings in Texas fall furthest below the national median for the same occupation:

  • No. 3 – Cardiovascular technicians: $49,382 median Texas earnings; 27 percent lower than the national median
  • No. 4 – Semiconductor processing technicians: $38,295 median Texas earnings; 25 percent lower than the national median
  • No. 5 – Tutors: $30,060 median Texas earnings; 25 percent lower than the national median
  • No. 6 – Control and valve installers: $56,496 median Texas earnings; 24 percent lower than the national median
  • No. 7 – Mental health social workers: $46,109 median Texas earnings; 23 percent lower than the national median
  • No. 8 – Clinical psychologists: $74,449 median Texas earnings; 22 percent lower than the national median
  • No. 9 – Producers/directors: $65,267 median Texas earnings; 22 percent lower than the national median
  • No. 10 – Interpreters/translators: $46,953 median Texas earnings; 21 percent lower than the national median

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This article originally appeared on CultureMap.com.

Houston rises in 2026 ranking of best U.S. cities to start a business

Best for Biz

Houston has reaffirmed its commitment to a business-friendly environment and now ranks as the 26th best large U.S. city for starting a business in 2026. The city jumped up eight places after ranking 34th last year.

WalletHub's annual report compared 100 U.S. cities based on 19 relevant metrics across three key dimensions: business environment, access to resources, and costs. Factors that were analyzed include five-year business survival rates, job growth comparisons from 2020 and 2024, population growth of working-age individuals aged 16-64, office space affordability, and more.

Florida cities locked out the top five best places in America for starting a new business: Tampa, Orlando, Jacksonville, Hialeah, and St. Petersburg.

Houston's business environment ranked as the 19th best in the country, and the city ranked 51st in the "business costs" category. However, the city lagged behind in the "access to resources" ranking, coming in at No. 72 overall. This category examined metrics such as Houston's working-age population growth, the share of college-educated individuals, financing accessibility, the prevalence of investors, venture investment amounts per capita, and more.

"From the Gold Rush and the Industrial Revolution to the Internet Age, periods of innovation have shaped our economy and driven major societal progress," the report's author wrote. "However, the past few years have been particularly challenging for business owners in the U.S., due to factors such as the COVID-19 pandemic, the Great Resignation and high inflation."

Earlier this year, WalletHub declared Texas the third-best state for starting a business in 2026, and several Houston-area cities have seen robust growth after being recognized among the best career hotspots in the U.S. Entrepreneurial praise has also been extended to five local companies that were named the most innovative companies in the world, and six powerhouse female innovators that made Inc. Magazine's 2026 Female Founders 500 list.

Texas cities with strong environments for new businesses
Multiple cities in the Dallas-Fort Worth Metroplex can claim bragging rights as the best Texas locales for starting a new business. Dallas ranked highest overall — appearing 11th nationally — and Irving landed a few spots behind in the 16th spot. Arlington (No. 23), Fort Worth (No. 30), Plano, (No. 35), and Garland (No. 65) followed behind.

Only six other Texas cities earned spots in the report: Austin (No. 24), Lubbock (No. 36), Corpus Christi (No. 39), San Antonio (No. 64), El Paso (No. 67), and Laredo (No. 76).

Austin tied with Boise, Idaho and Fresno, California for the highest average growth in the number of small businesses nationally, while Corpus Christi and Laredo topped a separate list of the U.S. cities with the most accessible financing.

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This article originally appeared on CultureMap.com.

Houston humanoid robotics startup taps Amazon veteran to lead manufacturing

new hire

Persona AI, a Houston-based startup that’s developing AI-powered humanoid robots for manufacturers and other businesses, has hired Brian Davis as head of global manufacturing.

Davis previously guided teams at Amazon Robotics and Dell Technologies. During his tenure at Amazon Robotics and Dell, both companies saw major increases in manufacturing volumes within a four-year period. Davis oversaw manufacturing, supply chain, logistics, quality assurance and real estate.

“Davis steps into this role [at Persona AI] as industrial enterprises face an urgent and accelerating challenge: a structural shortage of capacity for welding, fabrication, and heavy maintenance in dynamic environments, precisely the high-value, high-risk tasks where humanoid robots can deliver the greatest impact,” according to a company news release.

Davis comes aboard as Persona AI, founded in 2024, seeks to meet demand generated by deals with HD Hyundai and POSCO Group to make humanoids for shipyards and steel plants, and by a pilot program with the State of Louisiana.

“Now is the perfect time to accelerate our production capabilities as we rapidly close the gap between what’s possible in the lab versus what’s driving real commercial value,” Davis says.

“Building industrial-rated humanoid robots and production-deployable AI is only one piece of the puzzle,” he adds. “Producing humanoids at scale will require systematic supply chain management, stringent quality control, and building the playbook for safe, high-volume manufacturing. That’s what I’m here to build.”

Last year, Persona AI raised more than more than $10 million in pre-seed funding. The company also named a new head of commercial strategy in March.
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