From Guardrails to Potholes, AI is Becoming the New Eyes on America’s Roads

Chelsea Palacio, public information manager for the City of San Jose, showcases how a small detection camera uses AI to detect road hazards and potholes, in San Jose, Calif., Wednesday, Nov. 12, 2025. (AP Photo/Godofredo A. Vásquez)
Chelsea Palacio, public information manager for the City of San Jose, showcases how a small detection camera uses AI to detect road hazards and potholes, in San Jose, Calif., Wednesday, Nov. 12, 2025. (AP Photo/Godofredo A. Vásquez)
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From Guardrails to Potholes, AI is Becoming the New Eyes on America’s Roads

Chelsea Palacio, public information manager for the City of San Jose, showcases how a small detection camera uses AI to detect road hazards and potholes, in San Jose, Calif., Wednesday, Nov. 12, 2025. (AP Photo/Godofredo A. Vásquez)
Chelsea Palacio, public information manager for the City of San Jose, showcases how a small detection camera uses AI to detect road hazards and potholes, in San Jose, Calif., Wednesday, Nov. 12, 2025. (AP Photo/Godofredo A. Vásquez)

As America’s aging roads fall further behind on much-needed repairs, cities and states are turning to artificial intelligence to spot the worst hazards and decide which fixes should come first.

Hawaii officials, for example, are giving away 1,000 dashboard cameras as they try to reverse a recent spike in traffic fatalities. The cameras will use AI to automate inspections of guardrails, road signs and pavement markings, instantly discerning between minor problems and emergencies that warrant sending a maintenance crew, said The Associated Press.

“This is not something where it’s looked at once a month and then they sit down and figure out where they’re going to put their vans,” said Richard Browning, chief commercial officer at Nextbase, which developed the dashcams and imagery platform for Hawaii.

After San Jose, California, started mounting cameras on street sweepers, city staff confirmed the system correctly identified potholes 97% of the time. Now they're expanding the effort to parking enforcement vehicles.

Texas, where there are more roadway lane miles than the next two states combined, is less than a year into a massive AI plan that uses cameras as well as cellphone data from drivers who enroll to improve safety.

Other states use the technology to inspect street signs or build annual reports about road congestion.

Every guardrail, every day Hawaii drivers over the next few weeks will be able to sign up for a free dashcam valued at $499 under the “Eyes on the Road” campaign, which was piloted on service vehicles in 2021 before being paused due to wildfires.

Roger Chen, a University of Hawaii associate professor of engineering who is helping facilitate the program, said the state faces unique challenges in maintaining its outdated roadway infrastructure.

“Equipment has to be shipped to the island,” Chen said. “There’s a space constraint and a topography constraint they have to deal with, so it’s not an easy problem.”

Although the program also monitors such things as street debris and faded paint on lane lines, the companies behind the technology particularly tout its ability to detect damaged guardrails.

“They’re analyzing all guardrails in their state, every single day,” said Mark Pittman, CEO of Blyncsy, which combines the dashboard feeds with mapping software to analyze road conditions.

Hawaii transportation officials are well aware of the risks that can stem from broken guardrails. Last year, the state reached a $3.9 million settlement with the family of a driver who was killed in 2020 after slamming into a guardrail that had been damaged in a crash 18 months earlier but never repaired.

In October, Hawaii recorded its 106th traffic fatality of 2025 — more than all of 2024. It's unclear how many of the deaths were related to road problems, but Chen said the grim trend underscores the timeliness of the dashboard program.

Building a larger AI database San Jose has reported strong early success in identifying potholes and road debris just by mounting cameras on a few street sweepers and parking enforcement vehicles.

But Mayor Matt Mahan, a Democrat who founded two tech startups before entering politics, said the effort will be much more effective if cities contribute their images to a shared AI database. The system can recognize a road problem that it has seen before — even if it happened somewhere else, Mahan said.

“It sees, ‘Oh, that actually is a cardboard box wedged between those two parked vehicles, and that counts as debris on a roadway,’” Mahan said. “We could wait five years for that to happen here, or maybe we have it at our fingertips.”

San Jose officials helped establish the GovAI Coalition, which went public in March 2024 for governments to share best practices and eventually data. Other local governments in California, Minnesota, Oregon, Texas and Washington, as well as the state of Colorado, are members.

Some solutions are simple Not all AI approaches to improving road safety require cameras.

Massachusetts-based Cambridge Mobile Telematics launched a system called StreetVision that uses cellphone data to identify risky driving behavior. The company works with state transportation departments to pinpoint where specific road conditions are fueling those dangers.

Ryan McMahon, the company's senior vice president of strategy & corporate development, was attending a conference in Washington, D.C., when he noticed the StreetVision software was showing a massive number of vehicles braking aggressively on a nearby road.

The reason: a bush was obstructing a stop sign, which drivers weren't seeing until the last second.

“What we’re looking at is the accumulation of events,” McMahon said. “That brought me to an infrastructure problem, and the solution to the infrastructure problem was a pair of garden shears."

Texas officials have been using StreetVision and various other AI tools to address safety concerns. The approach was particularly helpful recently when they scanned 250,000 lane miles (402,000 kilometers) to identify old street signs long overdue for replacement.

“If something was installed 10 or 15 years ago and the work order was on paper, God help you trying to find that in the digits somewhere,” said Jim Markham, who deals with crash data for the Texas Department of Transportation. “Having AI that can go through and screen for that is a force multiplier that basically allows us to look wider and further much faster than we could just driving stuff around.”

Autonomous vehicles are next Experts in AI-based road safety techniques say what's being done now is largely just a stepping stone for a time when a large proportion of vehicles on the road will be driverless.

Pittman, the Blyncsy CEO who has worked on the Hawaii dashcam program, predicts that within eight years almost every new vehicle — with or without a driver — will come with a camera.

“How do we see our roadways today from the perspective of grandma in a Buick but also Elon and his Tesla?” Pittman said. “This is really important nuance for departments of transportation and city agencies. They're now building infrastructure for humans and automated drivers alike, and they need to start bridging that divide.”



Food Industry Pushes Back on WHO Guidance for Products with Added Color, Sweeteners

Around 11 million deaths a year are linked to unhealthy diets, according to the agency, based on data from a global study. (Getty Images)
Around 11 million deaths a year are linked to unhealthy diets, according to the agency, based on data from a global study. (Getty Images)
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Food Industry Pushes Back on WHO Guidance for Products with Added Color, Sweeteners

Around 11 million deaths a year are linked to unhealthy diets, according to the agency, based on data from a global study. (Getty Images)
Around 11 million deaths a year are linked to unhealthy diets, according to the agency, based on data from a global study. (Getty Images)

Governments should consider regulating foods that include added colors, flavors or sweeteners designed to make the product more appealing to consumers, according to new draft World Health Organization guidance that has sparked swift pushback from the food industry.

The WHO draft aims to help governments identify which foods should be consumed in moderation as part of a healthy diet – and which products could be subject to measures like warning labels or taxes, depending on national priorities.

The new draft food-profiling model, published last week, marks the first time the UN health agency has included this type of ‌ingredient in its guidance, ‌previously only focused on nutritional content, including fat and salt.

“This draft ‌goes ⁠beyond traditional nutrient ⁠profiling by recognizing that foods may need to be considered not only for their nutrient content, but also for other aspects of their formulation” in order to prevent diet-related disease, said Katrin Engelhardt, technical officer at the WHO's department of nutrition and food safety.

Around 11 million deaths a year are linked to unhealthy diets, according to the agency, based on data from a global study.

The proposed new model is also the WHO’s attempt to guide member states through an increasingly polarized debate ⁠about ultra-processed foods (UPFs), a class of food or drink made using processing ‌techniques, additives and industrial ingredients, which often contain little ‌whole food. Examples include carbonated soft drinks or instant noodles.

BEYOND NUTRIENTS ALONE

Many food scientists say UPFs pose ‌numerous health risks but others – and the food industry – say they are defined too widely, ‌which risks demonizing healthy products.

The International Food and Beverage Alliance, an organization representing major multinational food and beverage companies, said it was concerned the proposed approach shifts attention away from nutritional quality and could capture more products for potential regulation.

"Of particular concern is the potential to undermine established nutrition priorities and reformulation ‌efforts,” said IFBA Secretary General Rocco Renaldi.

Other concerns for the food industry are higher costs from reformulating products or stringent labelling requirements, as well ⁠as the risk ⁠of class-action lawsuits as seen in the United States, and higher taxes for processed food companies.

Broadly, the WHO said the model covers “industrially-produced foods to be consumed in moderation” and is a bridge between its healthy diet recommendations and government policy on individual food products.

Lindsey Smith Taillie, co-director of the Global Food Research Program at the University of Chapel Hill, North Carolina, said the point of the model was to target unhealthy foods, combining both nutrients and UPFs.

“These two frameworks have never been mutually exclusive and can and should be used by policymakers as the starting place,” she said, adding that healthiness is measured by multiple criteria.

Kraft Heinz CEO Steve Cahillane last week told Reuters that industry players should have a say.

"We're in the food business and we care about consumers deeply," Cahillane said. "And so we ought to have a seat at the table as these discussions evolve."

The WHO proposal is out for consultation until November 27.


Pakistan Farmers in Long Fight to Make German Firms Pay for Flood Damage

Dozens of Pakistani farmers are suing German firms RWE and Heidelberg Materials in a rare bid to make big polluters pay damages for climate impacts. Aamir QURESHI / AFP
Dozens of Pakistani farmers are suing German firms RWE and Heidelberg Materials in a rare bid to make big polluters pay damages for climate impacts. Aamir QURESHI / AFP
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Pakistan Farmers in Long Fight to Make German Firms Pay for Flood Damage

Dozens of Pakistani farmers are suing German firms RWE and Heidelberg Materials in a rare bid to make big polluters pay damages for climate impacts. Aamir QURESHI / AFP
Dozens of Pakistani farmers are suing German firms RWE and Heidelberg Materials in a rare bid to make big polluters pay damages for climate impacts. Aamir QURESHI / AFP

In a Pakistani village nestled in rice fields, Abdul Hafeez Khoso remembers the vast industrial zones he saw in Germany when he visited to file a pioneering climate legal case.

"They're spreading pollution: up in the sky there are no borders, it can affect anywhere," the 43-year-old said, describing areas far larger than his village of 800 people.

"This is a problem for the whole world -- that is why it should be resolved at the global level."

Khoso and 38 other farmers from Pakistan's southern Sindh province who were devastated by "apocalyptic" flooding in 2022 are suing German energy firm RWE and cement maker Heidelberg Materials in a rare bid to make big polluters pay damages for climate impacts.

The companies are being targeted not over specific operations in Pakistan, but because of their climate-warming emissions. They are headquartered in Germany, where a recent legal case opened the door to such suits.

The litigation argues that the companies' emissions contributed to climate change and turbo-charged rain that wiped out their crops, livestock and homes.

"The year 2022 was an apocalyptic scene -- not even our elders had ever witnessed such weather," Khoso, who lives in the district of Jacobabad with his wife and toddler, told AFP.

"We had nothing left."

Both firms, which the plaintiffs estimate contributed 0.68 percent and 0.12 percent to global industrial emissions respectively, deny wrongdoing.

Khoso's case is backed by Pakistani and European organizations hoping to win compensation and build on nascent but vigorous international efforts to extract climate damages from corporations.

"We always blame natural disasters, and sometimes we blame God, but science tells us that climate change is increasing the risks and intensity of extreme weather events," said Mir Keerio, a development expert at Pakistan's HANDS Welfare Foundation, which mobilized communities for the lawsuit.

"Those who have contributed significantly to this crisis must be held accountable... we realized we must take our fight for climate justice to the major polluters."

- Debt and damages -

Climate litigation is a growing field globally, but action has so far largely targeted governments, with only a handful of firms such as Shell and cement maker Holcim facing suits for climate disaster compensations.

Lawyers say a ruling requiring a company to pay out compensation proportionate to its greenhouse gas emissions would mark a major breakthrough.

Germany's judiciary moved towards that principle last year in a case brought by a Peruvian farmer, also against RWE.

His compensation claim was rejected, but the courts left the door open to holding emitters liable.

Roda Verheyen, a German lawyer involved in both cases, told AFP the Pakistani farmers' lawsuit builds on that ruling and further accuses companies of "wrongful behavior".

"Large companies knew about the general impacts of climate change since the 1960s," said Verheyen.

"They should have exercised due diligence and actually at least tried to reduce emissions, which they didn't do enough."

The lawsuit also draws on research documenting farmers' losses in the floods, which hit a third of the country, killed 1,700 and affected 30 million Pakistanis.

Munawar Khatoon, a rare female landowner in a conservative area, said the floods struck just before the wheat harvest, submerging seeds and wiping out her family's main source of income.

"We worry about how the next generation will manage to live if this continues," the 43-year-old told AFP in her village Usman Samtio.

"Now when the rainy season comes, we feel fear."

In nearby Dadu district, litigant Abdul Khalique Laghari said the floods affected the region for years.

"To this day, we are unable to repay our debt," said the 55-year-old, who estimates he lost $14,000 in assets including his house, 40 acres (16 hectares) of crops and livestock.

"When we wake in the morning, we start getting calls from the people we owe money to," he said, pointing to crumbling walls and the remnants of flood-damaged houses.

"This has caused us serious mental harm."

- 'For justice' -

RWE and Heidelberg Materials both call the claims in the suit "unfounded".

Heidelberg Materials told AFP its operations were compliant with German laws and that firms could not be expected to retroactively face different standards.

RWE referred AFP to a statement describing the lawsuit as "yet another attempt to shift climate policy demands to German courtrooms".

"It would be a contradiction in terms if the state allowed CO2 emissions, regulated them by law and even demanded them in some cases, but at the same time allowed retroactive civil liability for them," it said.

Even if the case succeeds, an uphill battle remains for millions across Pakistan, ranked among the countries most affected by climate change despite contributing less than one percent of global emissions.

The case will be considered in a civil process likely to take years. But for the litigants, the attempt is worth it.

"This case is for justice," said Khatoon. "We hold these companies responsible for our destruction."


This Year Set to Be One of Four Hottest on Record, UN Report Says

A tourist holds an umbrella to shelter from the sun while walking on a hot day in Tokyo on July 15, 2026. (AFP)
A tourist holds an umbrella to shelter from the sun while walking on a hot day in Tokyo on July 15, 2026. (AFP)
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This Year Set to Be One of Four Hottest on Record, UN Report Says

A tourist holds an umbrella to shelter from the sun while walking on a hot day in Tokyo on July 15, 2026. (AFP)
A tourist holds an umbrella to shelter from the sun while walking on a hot day in Tokyo on July 15, 2026. (AFP)

This year is ‌on track to be one of the four hottest on record, driven by a powerful El Niño and perpetuating a warming streak of more than a decade, a UN report showed on Monday.

Countries are preparing to meet in Türkiye from November 9 to 20 for the next round of climate talks and the World Meteorological Organization "State of the Climate" report provides the latest available data ‌to inform ‌their discussions.

Between January and September ‌this ⁠year, the global average ⁠temperature was 1.47 degrees Celsius above the pre-industrial average and could rise further due to a major El Niño, the report showed.

The WMO report, which encompasses nine data sets, showed that each of the past 12 years, including 2026, ⁠was ranked among the 12 warmest ever ‌recorded since records began ‌in around 1850.

“Every indicator here is telling the ‌same story. We're seeing the heat trapped by greenhouse ‌gasses is showing up in the ocean, in the atmosphere, in the melting of ice and the rising of sea levels,” WMO Head of Climate Information John Kennedy ‌told reporters in Geneva ahead of the conference.

The EU's Copernicus climate ⁠service ⁠already said 2026 was all but certain to become the second calendar year after 2024 to exceed the threshold of 1.5 degrees Celsius above pre-industrial levels set in the 2015 Paris Agreement.

The planet is increasingly accumulating heat, the UN report said, with ocean temperatures continuing to rise this year from 2025 all-time highs.

Global mean sea levels have also reached a record this year as glaciers and ice sheets melt and seawater expands as it heats, the report said.