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Large artificial intelligence models will only get “crazier and crazier” unless more is done to control what information they are trained on, according to the founder of one of the UK’s leading AI start-ups.

Emad Mostaque, CEO of Stability AI, argues continuing to train large language models like OpenAI’s GPT4 and Google’s LaMDA on what is effectively the entire internet, is making them too unpredictable and potentially dangerous.

“The labs themselves say this could pose an existential threat to humanity,” said Mr Mostaque.

On Tuesday the head of OpenAI, Sam Altman, told the United States Congress that the technology could “go quite wrong” and called for regulation.

Today Sir Antony Seldon, headteacher of Epsom College, told Sky News’s Sophy Ridge on Sunday that AI could be could be “invidious and dangerous”.

"Painting of Edinburgh Castle" generated by artificial intelligence tool Stable Diffusion that converts text to images
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‘Painting of Edinburgh Castle’ generated by artificial intelligence tool Stable Diffusion, whose founder warns not all internet users will be able to distinguish between real and AI images. Pic: Stable Diffusion
An image of "print of fruits in green and orange" generated by artificial intelligence tool Stable Diffusion, which converts text to image. Pic: Stable Diffusion
Image:
An image of ‘print of fruits in green and orange’ generated by artificial intelligence tool Stable Diffusion, which converts text to images. Pic: Stable Diffusion

“When the people making [the models] say that, we should probably have an open discussion about that,” added Mr Mostaque.

But AI developers like Stability AI may have no choice in having such a discussion. Much of the data used to train their powerful text-to-image AI products was also “scraped” from the internet.

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That includes millions of copyright images that led to legal action against the company – as well as big questions about who ultimately “owns” the products that image- or text-generating AI systems create.

His firm collaborated on the development of Stable Diffusion, one of the leading text-to-image AIs. Stability AI has just launched a new model called Deep Floyd that it claims is the most advanced image-generating AI yet.

An image of a "fuzzy cute owl drinking very dark beer in the bar in a photorealistic style" created by AI. Pic: DeepFloyd
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A ‘photo of a fuzzy cute owl drinking very dark beer’ created by AI. Pic: DeepFloyd
"A playful furry fox working as a pilot in a photorealistic style" created by artificial intelligence that converts text to image. Pic: DeepFloyd
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A photo-realistic style image of a ‘playful furry fox working as a pilot’ created by artificial intelligence. Pic: DeepFloyd

A necessary step in making the AI safe, explained Daria Bakshandaeva, senior researcher at Stability AI, was to remove illegal, violent and pornographic images from the training data.

If the AI sees harmful or explicit images during its training, it could recreate them in its output. To avoid this, the developers remove these images from the training data, so the AI cannot “imagine” how they would look.

But it still took two billion images from online sources to train it. Stability AI says it is actively working on new datasets to train AI models that respect people’s rights to their data.

Stability AI is being sued in the US by photo agency Getty Images for using 12 million of its images as part of the dataset used to train its model. Stability AI has responded that rules around “fair use” of the images means no copyright has been infringed.

But the concern isn’t just about copyright. Increasing amounts of data available on the web whether it’s pictures, text or computer code is being generated by AI.

“If you look at coding, 50% of all the code generated now is AI generated, which is an amazing shift in just over one year or 18 months,” said Mr Mostaque.

And text-generating AIs are creating increasing amounts of online content, even news reports.

Image of "England wins men's football world cup in 2026" generated by artificial intelligence tool Stable Diffusion, which converts text to image, shows that the tool does not always get it spot on. Pic: Stable Diffusion
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Image of ‘England wins men’s football world cup in 2026’ generated by artificial intelligence tool Stable Diffusion, which converts text to image, shows that the tool does not always get it spot on. Pic: Stable Diffusion

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Sir Anthony Seldon highlights benefits and risks of AI

US company News Guard, which verifies online content, recently found 49 almost entirely AI generated “fake news” websites online being used to drive clicks to advertising content.

“We remain really concerned about an average internet users’ ability to find information and know that it is accurate information,” said Matt Skibinski, managing director at NewsGuard.

AIs risk polluting the web with content that’s deliberately misleading and harmful or just rubbish. It’s not that people haven’t been doing that for years, it’s just that now AI’s might end up being trained on data scraped from the web that other AIs have created.

All the more reason to think hard now about what data we use to train even more powerful AIs.

“Don’t feed them junk food,” said Mr Mostaque. “We can have better free range organic models right now. Otherwise, they’ll become crazier and crazier.”

A good place to start, he argues, is making AIs that are trained on data, whether it’s text or images or medical data, that is more specific to the users it’s being made for. Right now, most AIs are designed and trained in California.

“I think we need our own datasets or our own models to reflect the diversity of humanity,” said Mr Mostaque.

“I think that will be safer as well. I think they’ll be more aligned with human values than just having a very limited data set and a very limited set of experiences that are only available to the richest people in the world.”

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Why I’m praying assisted dying bill passes major vote – even though it’s not going to happen in my lifetime

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Why I'm praying assisted dying bill passes major vote - even though it's not going to happen in my lifetime

On Friday, the social fabric of England and Wales might be changed forever.

MPs are set to vote on the assisted dying bill and supporters are confident that they have the numbers to win.

But the hugely controversial legislation polarises opinion. Communities remain divided, and medical colleagues can’t agree.

Three royal colleges have withdrawn support for the bill in its current form. They want more time to be given for further scrutiny of the legislation.

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How will the assisted dying bill work?

Frank Sutton does not have time. When we went to Frank’s home in East Dulwich, London, last November to watch the vote unfold she already had terminal liver disease and cancer.

As the vote was passed with a majority of 55, Frank broke down in tears and said: “Finally, I can die in peace.”

Frank is unlikely to live long enough to see assisted dying introduced in England and Wales. If the legislation passes, it will be introduced in four years.

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Frank now suffers from diabetes and fibromyalgia.

She said: “On top of everything I’ve got, to start developing more comorbidities, I have a massive thought in my head, which I live with every day, which is, is my body, am I on the road to the end, you know, is my body just giving up?

“I mean, I was taking morphine anyway for pain, but now I’m living on morphine, and that’s not a life that you want.”

But even as MPs prepare to vote, many important questions remain over who will take responsibility for determining a patient’s mental capacity and their prognosis. The Royal College of Psychiatrists said it was approaching Friday “with trepidation”.

Read more:
Psychiatrists criticise bill
Palpable anger as both sides of debate gather

Dr Annabel Price, the RCPsych's lead on assisted dying
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Dr Annabel Price, the Royal College of Psychiatrists’ lead on assisted dying

Dr Annabel Price, the RCPsych’s lead on assisted dying, told Sky News: “If this bill as it stands proceeds through the rest of the parliamentary process, we as psychiatrists are left in a situation where there are so many unknowns about what is expected of us, about what patients can expect and about the safety of the process.

“We will continue to engage and there may be opportunities for reconsideration at further points in the bill. But yes, I approach this professionally with trepidation.”

The Royal College of GPs says the assisted dying process should happen outside of general practice.

Dr Susi Caesar is in favour of the bill being passed and feels it is okay for the medical community to be so divided on the issue.

She said: “I think people have the right to make their own choices and absolutely I would not want to see anybody forced into being part of this process who didn’t. Our current system is broken and this law would go a long way towards fixing it, at least for a certain group of people.”

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Psychiatrists raise assisted dying concerns

But the Royal Colleges of Physicians (RCP) also has reservations about the bill in its current form.

It says it would be hard for a panel of experts who have no connection to a patient requesting an assisted death to determine if the person is being coerced or has mental capacity.

Dr John Dean, clinical vice president at the RCP has concerns, saying: “Currently decisions clearly are made by patients but agreed by single doctors and then the social worker and psychiatrists are not meeting the patient and those that have been caring for them.

“This has to be done in keeping with modern clinical practice which is complex decisions made with patients and families by teams.”

But for patients like Frank, these concerns have not changed her mind.

She said: “I’m praying for Friday that it still goes through because, like I said, it’s not going to happen in my lifetime, but the thought that people like me who still try to look nice, who still tried to have a life and everything, that they can just have some peace of mind and they can have a weight lifted off their shoulders knowing that they’re going to be able to do it peacefully with their family.”

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Crucial evidence in Post Office scandal found in garage of retired computer expert after 30 years

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Crucial evidence in Post Office scandal found in garage of retired computer expert after 30 years

A damning report into the faulty Post Office IT system that proceeded Horizon has been unearthed after nearly 30 years – and it could help overturn criminal convictions.

The document, known about by the Post Office in 1998, is described as “hugely significant” and a “fundamental piece of evidence” and was found in a garage by a retired computer expert.

Capture was a piece of accounting software, likely to have caused errors, used in more than 2,000 branches between 1992 and 1999.

It came before the infamous faulty Horizon software scandal, which saw hundreds of sub postmasters wrongfully convicted between 1999 and 2015.

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What is the Capture scandal?

The ‘lost long’ Capture documents were discovered in a garage by a retired computer expert who came forward after a Sky News report into the case of Patricia Owen, a convicted sub postmistress who used the software.

Adrian Montagu was supposed to be a key witness for Pat’s defence at her trial in 1998 but her family always believed he had never turned up, despite his computer “just sitting there” in court.

Mr Montagu, however, insists he did attend.

He describes being in the courtroom and adds that “at some point into the trial” he was stood down by the barrister for Mrs Owen with “no reason” given.

Adrian Montagu was supposed to be a key witness for Pat's defence
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Adrian Montagu was supposed to be a key witness for Pat’s defence

Sky News has seen contemporaneous notes proving Mr Montagu did go to Canterbury Crown Court for the first one or two days of the trial in June 1998.

“I went to the court and I set up a computer with a big old screen,” he says.

“I remember being there, I remember the judge introducing everybody very properly…but the barrister in question for the defence, he went along and said ‘I am not going to need you so you don’t need to be here any more’.

“I wasn’t asked back.”

The 'lost long' Capture documents were discovered in a garage
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The ‘lost long’ Capture documents were discovered in a garage

Sky News has reached out to the barrister in Pat Owen’s case who said he had no recollection of it.

‘An accident waiting to happen’

The report, commissioned by the defence and written by Adrian Montagu and his colleague, describes Capture as “an accident waiting to happen”, and “totally discredited”.

It concludes that “reasonable doubt exists as to whether any criminal offence has taken place”.

It also states that the software “is quite capable of producing absurd gibberish”, and describes “several insidious faults…which would not be necessarily apparent to the user”.

All of which produced “arithmetical or accounting errors”.

Sky News has also seen documents suggesting the jury in Pat Owen’s case may never have seen the report.

What is clear is that they did not hear evidence from its author including his planned “demonstration” of how Capture could produce accounting errors.

But flaws were found within it
Image:
But flaws were found within it

Pat Owen was convicted of stealing from her Post Office branch in 1998 and given a suspended prison sentence.

Her family describe how it “wrecked” her life, contributing towards her ill health, and she died in 2003 before the wider Post Office scandal came to light.

Her daughter Juliet said her mother fought with “everything she could”.

“To know that in the background there was Adrian with this (report) that would have changed everything, not just for mum but for every Capture victim after that, I think is shocking and really upsetting – really, really upsetting.”

Pat died before the contents of the report came to light
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Pat died before the contents of the report came to light

The report itself was served on the Post Office lawyers – who continued to prosecute sub postmasters in the months and years after Pat Owen’s trial.

‘My blood is boiling’

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‘They knew software was faulty’

Steve Marston, who used the Capture software in his branch, was one of them – he was convicted of stealing nearly £80,000 in September 1998.

His prosecution took place four months after the Capture report had been served on the Post Office.

Steve says he was persuaded to plead guilty with the “threat of jail” hanging over him and received a suspended sentence.

He describes the discovery of the report as “incredible” and says his “blood is boiling” and he feels “betrayed”.

“So they knew that the software was faulty?,” he says. “It’s in black and white isn’t it? And yet they still pressed on doing what they did.

“They used Capture evidence … as the evidence to get me to plead guilty to avoid jail.

“They kept telling us it was safe…They knew the software should never have been used in 1998, didn’t they?”

Steve says his family’s lives were destroyed and the knowledge of this report could have “changed everything”.

He says he would have fought the case “instead of giving in”.

“How dare they. And no doubt I certainly wasn’t the last one…And yet they knew they were convicting people with faulty software, faulty computers.”

Steve's prosecution took place four months after the Capture report had been served on the Post Office
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Steve’s prosecution took place four months after the Capture report had been served on the Post Office

The report is now with the Criminal Cases Review Commission, the body investigating potential miscarriages of justice, which is currently looking into 28 Capture cases.

A fundamental piece of evidence

Neil Hudgell, the lawyer representing more than 100 victims, describes the report as “hugely significant”, “seismic” and a “fundamental piece of evidence”.

“I’m as confident as I can be that this is a good day for families like Steve Marston and Mrs Owen’s family,” he says.

“I think (the documents) could be very pivotal in delivering the exoneration that they very badly deserve.”

He also added that “there’s absolutely no doubt” that the “entire contents” of the “damning” report “was under the noses of the Post Office at a very early stage”.

Pat Owen was convicted of stealing from her Post Office branch in 1998
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Pat Owen

He describes it as a “massive missed opportunity” and “early red flag” for the Post Office which went on to prosecute hundreds who used Horizon in the years that followed.

Read more from Sky News:
Sir Alan Bates attacks ‘kangaroo court’ Post Office scheme
Widow received compensation letter days after his death

“It is a continuation of a theme that obviously has rolled out over the subsequent 20 plus years in relation to Horizon,” he says.

“…if this had seen the light of day in its proper sense, and poor Mrs Owen had not been convicted, the domino effect of what followed may not have happened.”

What the Post Office said

Sky News approached the former Chief Executive of the Post Office during the Capture years, John Roberts, who said: “I can’t recall any discussion at my level, or that of the board, about Capture at any time while I was CEO.”

A statement from the Post Office said: “We have been very concerned about the reported problems relating to the use of the Capture software and are sincerely sorry for past failings that have caused suffering to postmasters.

“We are determined that past wrongs are put right and are continuing to support the government’s work and fully co-operating with the Criminal Cases Review Commission as it investigates several cases which may be Capture related.”

A Department for Business and Trade spokesperson said: “Postmasters including Patricia Owen endured immeasurable suffering, and we continue to listen to those who have been sharing their stories on the Capture system.

“Government officials met with postmasters recently as part of our commitment to develop an effective and fair redress process for those affected by Capture, and we will continue to keep them updated.”

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Thousands of deaths in 2025 will be linked to air pollution, report warns

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Thousands of deaths in 2025 will be linked to air pollution, report warns

Around 30,000 deaths will be linked to toxic air in the UK in 2025, according to a report from leading doctors, as they urged the government to “recognise air pollution as a key public health issue”.

The Royal College of Physicians (RCP) warned that around 99% of the population in the UK are breathing “toxic air”.

The report says there is “no safe level” of air pollutants while noting how exposure to air pollution can shorten life by 1.8 years on average.

That is “just behind some of the leading causes of death and disease worldwide”, including cancer and smoking, the authors wrote.

The college has called on the government to take action to tackle the issue, as it urged ministers to “recognise air pollution as a key public health issue”.

In the forward of the report, England’s chief medical officer, Professor Sir Chris Whitty, said: “Air pollution remains the most important environmental threat to health, with impacts throughout the life course.

“It is an area of health where the UK has made substantial progress in the last three decades with concentrations of many of the main pollutants falling rapidly, but it remains a major cause of chronic ill health as well as premature mortality.

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“Further progress in outdoor air pollution will occur if we decide to make it, but will not happen without practical and achievable changes to heating, transport and industry in particular.

“Air pollution affects everybody, and is everybody’s business.”

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The report also highlights the economic impact of air pollution as it has an estimated cost of £27bn a year in healthcare costs and productivity losses.

Dr Mumtaz Patel, president of the RCP, said: “Air pollution can no longer be seen as just an environmental issue – it’s a public health crisis.

“We are losing tens of thousands of lives every year to something that is mostly preventable and the financial cost is a price we simply cannot afford to keep paying.

“We wouldn’t accept 30,000 preventable deaths from any other cause. We need to treat clean air with the same seriousness we treat clean water or safe food. It is a basic human right – and a vital investment in our economic future.”

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