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Three years ago in Detroit, Robert Williams arrived home from work to find the police waiting at his front door, ready to arrest him for a crime he hadn’t committed.

Facial recognition technology used by officers had mistaken Williams for a suspect who had stolen thousands of dollars worth of watches.

The system linked a blurry CCTV image of the suspect with Williams in what is considered to be the first known case of wrongful arrest owing to the use of the AI-based technology.

The experience was “infuriating”, Mr Williams said.

“Imagine knowing you didn’t do anything wrong… And they show up to your home and arrest you in your driveway before you can really even get out the car and hug and kiss your wife or see your kids.”

Mr Williams, 45, was released after 30 hours in custody, and has filed a lawsuit, which is ongoing, against Detroit’s police department asking for compensation and a ban on the use of facial recognition software to identify suspects.

Robert Williams, 45, from Detroit, pictured here with his family, was questioned by police after AI-based facial recognition technology wrongly identified him as a suspect in an investigation
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Robert Williams with his family

There are six known instances of wrongful arrest in the US, and the victims in all cases were black people.

Artificial intelligence reflects racial bias in society, because it is trained on real-world data.

A US government study published in 2019 found that facial recognition technology was between 10 and 100 times more likely to misidentify black people than white people.

This is because the technology is trained on predominantly white datasets. This is because it doesn’t have as much information on what people of other races look like, so it’s more likely to make mistakes.

There are growing calls for that bias to be addressed if companies and policymakers want to use it for future decision-making.

One approach to solving the problem is to use synthetic data, which is generated by a computer to be more diverse than real-world datasets.

Chris Longstaff, vice president for product management at Mindtech, a Sheffield-based start-up, said that real-world datasets are inherently biased because of where the data is drawn from.

“Today, most of the AI solutions out there are using data scraped from the internet, whether that is from YouTube, Tik Tok, Facebook, one of the typical social media sites,” he said.

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As a solution, Mr Longstaff’s team have created “digital humans” based on computer graphics.

These can vary in ethnicity, skin tone, physical attributes and age. The lab then combines some of this data with real-world data to create a more representative dataset to train AI models.

One of Mindtech’s clients is a construction company that wants to improve the safety of its equipment.

The lab uses the diverse data it has generated to train the company’s autonomous vehicles to recognise different types of people on the construction site so it can stop moving if someone is in their way.

BERLIN, GERMANY - AUGUST 03: Passersby walk under a surveillance camera which is part of facial recognition technology test at Berlin Suedkreuz station on August 3, 2017 in Berlin, Germany. The technology is claimed it could track terror suspects and help prevent future attacks. (Photo by Steffi Loos/Getty Images)
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Some CCTV cameras are now fitted with facial recognition technology. File pic

Toju Duke, a responsible AI advisor and former programme manager at Google, said that using computer-generated, or “synthetic,” data to train AI models has its downsides.

“For someone like me, I haven’t travelled across the whole world, I haven’t met anyone from every single culture and ethnicity and country,” he said.

“So there’s no way I can develop something that would represent everyone in the world and that could lead to further offences.

“So we could actually have synthetic people or avatars that could have a mannerism that could be offensive to someone else from a different culture.”

The problem of racial bias is not unique to facial recognition technology, it has been recorded across different types of AI models.

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The vast majority of AI-generated images of “fast food workers” showed people with darker skin tones, even though US labour market figures show that the majority of fast food workers in the country are white, according to a Bloomberg experiment using Stability AI’s image generator earlier this year.

The company said it is working to diversify its training data.

A spokesperson for the Detroit police department said it has strict rules for using facial recognition technology and considers any match only as an “investigative lead” and not proof that a suspect has committed a crime.

“There are a number of checks and balances in place to ensure ethical use of facial recognition, including: use on live or recorded video is prohibited; supervisor oversight; and weekly and annual reporting to the Board of Police Commissioners on the use of the software,” they said.

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Donald Trump announces 30% tariff on imports from EU

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Donald Trump announces 30% tariff on imports from EU

Donald Trump has announced he will impose a 30% tariff on imports from the European Union from 1 August.

The tariffs could make everything from French cheese and Italian leather goods to German electronics and Spanish pharmaceuticals more expensive in the US.

Mr Trump has also imposed a 30% tariff on goods from Mexico, according to a post from his Truth Social account.

Announcing the moves in separate letters on the account, the president said the US trade deficit was a national security threat.

In his letter to the EU, he wrote: “We have had years to discuss our trading relationship with The European Union, and we have concluded we must move away from these long-term, large, and persistent, trade Deficits, engendered by your tariff, and non-Tariff, policies, and trade barriers.

“Our relationship has been, unfortunately, far from reciprocal.”

In his letter to Mexico, Mr Trump said he did not think the country had done enough to stop the US from turning into a “narco-trafficking playground”.

The president of the European Commission, Ursula von der Leyen, said today that the EU could adopt “proportionate countermeasures” if the US proceeds with imposing the 30% tariff.

Ms von der Leyen, who heads the EU’s executive arm, said in a statement that the bloc remained ready “to continue working towards an agreement by Aug 1”.

“Few economies in the world match the European Union’s level of openness and adherence to fair trading practices,” she continued.

“We will take all necessary steps to safeguard EU interests, including the adoption of proportionate countermeasures if required.”

Ms von der Leyen has also said imposing tariffs on EU exports would “disrupt essential transatlantic supply chains”.

Meanwhile, Dutch Prime Minister Dick Schoof said on the X social media platform that Mr Trump’s announcement was “very concerning and not the way forward”.

He added: “The European Commission can count on our full support. As the EU we must remain united and resolute in pursuing an outcome with the United States that is mutually beneficial.”

Mexico’s economy ministry said a bilateral working group aims to reach an alternative to the 30% US tariffs before they are due to take effect.

The country was informed by the US that it would receive a letter about the tariffs, the ministry’s statement said, adding that Mexico was negotiating.

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How ‘liberation day’ unfolded

Trump’s tariff threats and delays

On his so-called “liberation day” in April, Mr Trump unleashed “reciprocal tariffs” on many of America’s trade partners.

The US president said he was targeting countries with which America has a trade imbalance.

However, since then he’s backed down in a spiralling tit-for-tat tariff face-off with China, and struck a deal with the UK.

The US imposed a 20% tariff on imported goods from the EU in April but it was later paused and the bloc has since been paying a baseline tariff of 10% on goods it exports to the US.

In May, while the US and EU where holding trade negotiations, Mr Trump threated to impose a 50% tariff on the bloc as talks didn’t progress as he would have liked.

However, he later announced he was delaying the imposition of that tariff while negotiations over a trade deal took place.

As of earlier this week, the EU’s executive commission, which handles trade issues for the bloc’s 27-member nations, said its leaders were still hoping to strike a trade deal with the Trump administration.

Without one, the EU said it was prepared to retaliate with tariffs on hundreds of American products, ranging from beef and auto parts to beer and Boeing airplanes.

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Donald Trump plans to hit Canada with new tariff – while warning of blanket hike for other countries

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Donald Trump plans to hit Canada with new tariff - while warning of blanket hike for other countries

Donald Trump has said he plans to hit Canada with a 35% tariff on imported goods, as he warned of a blanket 15 or 20% hike for most other countries.

In a letter to Canadian Prime Minister Mark Carney, the US president wrote: “I must mention that the flow of Fentanyl is hardly the only challenge we have with Canada, which has many Tariff, and Non-Tariff, Policies and Trade Barriers.”

Mr Trump’s tariffs were allegedly an effort to get Canada to crack down on fentanyl smuggling, and the US president has expressed frustration with Canada’s trade deficit with the US.

In a statement Mr Carney said: “Throughout the current trade negotiations with the United States, the Canadian government has steadfastly defended our workers and businesses. We will continue to do so as we work towards the revised deadline of August 1.”

He added: “Canada has made vital progress to stop the scourge of fentanyl in North America. We are committed to continuing to work with the United States to save lives and protect communities in both our countries.”

Mr Trump has sent a series of tariff letters to 23 countries so far, including one putting a 50% tariff on Brazil in part for the ongoing trial of its former president Jair Bolsonaro for trying to stay in office after he lost the election in 2022.

Mr Trump was similarly indicted for his efforts to overturn his election loss in 2020.

The higher rates would go into effect on 1 August.

Shortly after Mr Trump unveiled his “Liberation Day” tariffs on 2 April, there was a huge sell-off on the financial markets. The US president later announced a 90-day negotiating period, during which a 10% baseline tariff would be charged on most imported goods.

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But in an interview with Sky News’s partner network NBC News, Mr Trump said he plans to impose higher blanket tariffs on most US trade partners.

“We’re just going to say all of the remaining countries are going to pay, whether it’s 20% or 15%. We’ll work that out now,” he said.

He added: “I think the tariffs have been very well-received. The stock market hit a new high today.”

The US and UK signed a trade deal in June, with the US president calling it “a fair deal for both” and saying it will “produce a lot of jobs, a lot of income”.

Sir Keir Starmer said the document “implements” the deal to cut tariffs on cars and aerospace, adding: “So this is a very good day for both of our countries – a real sign of strength.”

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The US president also teased a “major statement” he will make on Russia over its war with Ukraine.

“I’m disappointed in Russia, but we’ll see what happens over the next couple of weeks,” he said.

“I think I’ll have a major statement to make on Russia on Monday.”

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It comes as Russia’s deputy foreign minister, Sergei Ryabkov, said a new round of talks between Moscow and Washington on bilateral problems could take place before the end of the summer.

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Palestinian activist detained by ICE suing Trump administration for $20m

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Palestinian activist detained by ICE suing Trump administration for m

A Palestinian activist who was detained for over three months in a US immigration jail after protesting against Israel is suing Donald Trump’s administration for $20m (£15m) in damages.

Lawyers for Mahmoud Khalil have filed a claim against the administration alleging he was falsely imprisoned, maliciously prosecuted and smeared as an antisemite as the government sought to deport him over his role in campus protests.

The 30-year-old graduate student at Columbia University told Sky News’s lead world presenter Yalda Hakim being detained by ICE agents in March “felt like kidnapping”.

He described “plain-clothed agents and unmarked cars” taking him “from one place to another, expecting you just to follow orders and shackled all the time”, which he said was “really scary”.

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Mahmoud Khalil reunites with family after release

Mr Khalil said he was not presented with an arrest warrant and wasn’t told where he was being taken.

He said the detention centre he was taken to was “as far from humane as it could be” and “a place where you have no rights whatsoever”.

“You share a dorm with over 70 men with no privacy, with lights on all the time, with really terrible food. You’re basically being dehumanised at every opportunity. It’s a black hole,” he added.

Mr Khalil said he would also accept an official apology from the Trump administration.

The Trump administration celebrated Mr Khalil’s arrest, promising to deport him and others whose protests against Israel it declared were “pro-terrorist, antisemitic, anti-American activity”.

Mr Khalil said after around 36 hours in captivity he was allowed to speak to his wife, who was pregnant at the time.

“These were very scary hours, I did not know what was happening on the outside. I did not know that my wife was safe,” he said.

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‘Absolutely absurd allegations’

Mr Khalil said administration officials had made “absolutely absurd allegations” by saying he as involved in antisemitic activities and supporting Hamas.

“They are weaponising antisemitism, weaponising anti-terrorism in order to stifle speech,” he said. “What I was engaged in is simply opposing a genocide, opposing war crimes, opposing Columbia University’s complicity in the war on Gaza.”

A State Department spokesperson said its actions toward Mr Khalil were fully supported by the law.

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Asked about missing the birth of his son while he was in prison, Mr Khalil said: “I don’t think there’s any word that can describe the agony and the sadness that I went through, to be deprived from such a divine moment, from a moment that my wife and I had always dreamed about.”

Meanwhile, the deportation case against Mr Khalil is continuing to wind its way through the immigration court system.

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