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Deloitte faces new scrutiny over AI-generated mistakes

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A Canadian province has asked Deloitte to review a $1.6 million report it created for the Department of Health and Community Services earlier this year, which contains a handful of inaccurate citations, local publication The Independent reported. The incident follows a similar mishap last month, where Deloitte submitted a report with AI-generated errors to an Australian government agency. The consultancy is reviewing errors suspected to be caused by AI in the Canadian report, but “they stand by the conclusions,” the health department’s communications director told CBC News.

While the errors did not alter the report’s fundamental findings in either case, the slipups point to risks when corporations rely on still-hallucinatory AI, especially in jobs like consulting that are threatened by the technology. Deloitte partially refunded the Australian government for its errors, setting it up to owe any customer that finds AI-generated errors in its work. If the frequency of such findings increases, Deloitte and similar firms risk convincing clients the work can be done without them.

Rachyl Jones


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freeAgent
4 hours ago
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HP plans to save millions by laying off thousands, ramping up AI use

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HP Inc. said that it will lay off 4,000 to 6,000 employees in favor of AI deployments, claiming it will help save $1 billion in annualized gross run rate by the end of its fiscal 2028.

HP expects to complete the layoffs by the end of that fiscal year. The reductions will largely hit product development, internal operations, and customer support, HP CEO Enrique Lores said during an earnings call on Tuesday.

Using AI, HP will “accelerate product innovation, improve customer satisfaction, and boost productivity,” Lores said.

In its fiscal 2025 earnings report released yesterday, HP said:

Structural cost savings represent gross reductions in costs driven by operational efficiency, digital transformation, and portfolio optimization. These initiatives include but are not limited to workforce reductions, platform simplification, programs consolidation and productivity measures undertaken by HP, which HP expects to be sustainable in the longer-term.

AI blamed for tech layoffs

HP’s announcement comes as workers everywhere try to decipher how AI will impact their future job statuses and job opportunities. Some industries, such as customer support, are expected to be more disrupted than others. But we’ve already seen many tech layoffs tied to AI.

Salesforce, for example, announced in October that it had let go of 4,000 customer support employees, with CEO Marc Benioff saying that AI meant “I need less heads.” In September, US senators accused Amazon of blaming its dismissal of “tens of thousands” of employees on the “adoption of generative AI tools” and then replacing the workers with over 10,000 foreign H-1B employees. Last month, Amazon announced it would lay off about 14,000 people to focus on its most promising projects, including generative AI. Last year, Intuit said it would lay off 1,800 people and replace them with AI-focused workers. Klarna and Duolingo have also replaced significant numbers of workers with AI. And in January, Meta announced plans to lay off 5 percent of its workforce as it looks to streamline operations and build its AI business.

That’s just a handful of layoffs by tech companies that have been outrightly or presumably connected to AI investments.

According to analysis from outplacement services and executive coaching firm Challenger, Gray & Christmas, as of October, technology firms had announced 141,159 job cuts since the year’s start, a 17 percent increase from the same period last year (120,470).

But some experts question whether or not AI is really driving corporate layoffs or if companies are using the buzzy technology as a scapegoat.

Peter Cappelli, a management professor and director of the Center for Human Resources at The Wharton School of the University of Pennsylvania, told CNBC this month that “there’s very little evidence that [AI] cuts jobs anywhere near like the level that we’re talking about.” He noted that effectively using AI to replace human workers is “enormously complicated and time-consuming.”

In September, Gartner analysts predicted that all IT work will involve AI by 2030, compared to 81 percent today. However, humans will remain essential, per VP analysts Alicia Mullery and Daryl Plummer, who said that 75 percent of IT workloads will still involve people.

More broadly, there’s hope that AI will actually lead to more jobs, not fewer. In January, the World Economic Forum released its Future of Jobs Report 2025, which predicted that AI would create 78 million more jobs than it eliminates by 2030. The report was based on data from 1,000 companies with 14 million employees worldwide.

It will be years before we comprehend AI’s impact on the workforce. In the meantime, we can expect AI to be at the center of more layoff announcements —whether people believe the job cuts are solely the results of AI or not.

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freeAgent
4 hours ago
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I thought AI was not going to replace human jobs?
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Zohran Mamdani and Donald Trump Prove That There Are Two Paths Toward Socialism

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New York City Mayor-elect Zohran Mamdani and President Donald Trump | CNP/AdMedia/SIPA/Newscom

About five years ago, the comedian Ryan Long posted a video in which a woke progressive and an old-fashioned racist meet and, much to their astonishment, discover that rather than being bitterly opposed, they agree on pretty much everything.

There was a strong echo of that convergence in last week's White House tete-a-tete between Republican President Donald Trump and New York's new socialist Mayor-elect Zohran Mamdani. Anticipated to be a grudge match, it instead turned into something of a lovefest. Well, of course it did. As fans of horseshoe theory accurately point out, control freaks from the political extremes might differ on details, but they have more in common with each other than they do with people who respect each other's liberty.

Trump and Mamdani in 'a Place of Shared Admiration and Love'

In reporting on the meeting, The Hill noted, "Trump and Mamdani answered questions from reporters, both striking a remarkably cordial tone, with the president indicating he agreed with many of the mayor-elect's ideas."

According to Mamdani, "It was a productive meeting focused on a place of shared admiration and love."

Trump added that Mamdani would be "hopefully a really great mayor." He also commented, "There's no difference in party. There's no difference in anything."

So, how did two politicians who entered the meeting slinging epithets at each other like "communist" and "fascist" exit with the makings of a mutual admiration society? There's a hint in a question a BBC reporter posed to the new mayor at the White House when he commented "you're both populist" and asked, "to what extent the president's campaign…inspired any part of your campaign?"

Mamdani eagerly brought up cost-of-living and economic concerns while Trump nodded and then chimed in with agreement about concerns over the price of energy.

That's the key to this meeting of the minds. Trump and Mamdani are strongly focused on economic issues. They also share a taste for addressing those concerns with government direction.

Two Paths to Socialism

Mamdani boasts of his open socialism. He's gone so far as to call for "seizing the means of production." He won office with a campaign that promised city-run grocery stores, a rent freeze, and free buses, child care, and other services funded by higher taxes on whoever can be interpreted as "wealthy." That should be interesting since he wants to tax the extremely wealthy out of existence.

In an exercise of what can be called "Republican socialism," Trump actually did seize a portion of the means of production when his administration leaned on U.S. Steel for a "golden share" of the company. Under his leadership, the federal government has also taken ownership positions in firms including IntelLithium Americas, and Trilogy Metals. Trump's protectionism is crafted to enable the state to push firms to revive domestic manufacturing—or else.

Mamdani believes in government control of the economy for the sake of achieving socialism. Trump endorses government control of the economy to accomplish his nationalist goals. But whatever they call their views, both men think political leaders should be directing economic activity.

What brought Mamdani to socialism is probably best left as a question for his shrink, his parents, and his college professors. But Trump's path to state control of the economy almost certainly lies in his nationalist impulses. He came to office on the slogan "Make America Great Again" and has enthusiastically used the power of the federal government to enact what he believes that means, often replacing individual choice with politicians' preferences.

As the economist Friedrich Hayek wrote in his 1960 book, The Constitution of Liberty, "It is this nationalistic bias which frequently provides the bridge from conservatism to collectivism. To think in terms of 'our' industry or resource is only a short step away from demanding that these national assets be directed in the national interest."

Hayek differentiated nationalism from patriotism, which he considered pride in your origins as opposed to nationalism's collectivism and xenophobia. The shared collectivism of socialism and nationalism, he added, is why "we frequently find the conservatives joining hands with the socialists against the liberals."

Inevitably Shared Authoritarianism

Whether collectivist economic impulses are exercised by nationalists or by socialists, Hayek observed that the result is inevitably authoritarian. When the state controls economic activity, it can deny permits, withhold resources, cut off finance, impose punitive taxes, and otherwise make existence independent of the state almost impossible.

"Economic control is not merely control of a sector of human life which can be separated from the rest; it is the control of the means for all our ends," Hayek warned in his 1944 book, The Road to Serfdom. "And whoever has sole control of the means must also determine which ends are to be served, which values are to be rated higher and which lower, in short, what men should believe and strive for."

From different directions, Trump and Mamdani have arrived at agreement that economic activity should be directed by government officials over the objections of those who want to make their own decisions about their property, their businesses, and their money. They got along so well together at the White House because, like Ryan Long's fictional wokester and racist, they were delighted to discover the similarities in their desires for a society controlled from the top.

Yes, Mamdani is back to calling Trump a "fascist," but there's a quality of rote recital to it. He's giving his supporters what they expect. Trump will probably call him a communist again. But they're not bitter enemies; the two men are rivals peddling similar products and vying for market share.

Holding Onto Individualism

In opposition to both these representatives of neighboring arms of the ideological horseshoe are Hayek-style classical liberals, libertarians, and other individualists. Advocates of liberty oppose collectivism and state control whether it's called socialism, nationalism, or some other name. We see society as a cooperative endeavor among free individuals, not as a collective to be commanded from above.

Unfortunately, Mamdani and Trump represent political movements that are consuming their respective political parties. If they're successful in displacing the remaining relatively individualistic voices, the political choices offered in the future by the major parties will be nothing more than competing brands of collectivism. Of course, collectivists favor a world in which choices are made for us.

The post Zohran Mamdani and Donald Trump Prove That There Are Two Paths Toward Socialism appeared first on Reason.com.

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freeAgent
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After All That Bullshit, HBO Dreams Of Being HBO Again

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We’ve documented in detail how the whole AT&T–>Time Warner–>Warner Brothers Discovery merger process has been a pointless mess, resulting in no limits of layoffs and damage to the underlying brands. What was supposed to be a gambit by these companies to dominate streaming TV, wound up being a very expensive act of seppuku by over-compensated executives clearly out of their depths.

The merger disaster was particularly hard on HBO, once the pinnacle of prestige television. AT&T executives were obsessed with distancing themselves from the popular brand, and their decisions (like demanding Game Of Thrones be shot in short-form verticality so it would be easier to watch on phones) showed they really didn’t understand what made HBO popular in the first place.

So they engaged in a long series of pointless name changes, they eliminated a lot of the programming people liked, they threatened new restrictions on password sharing, they generally lowered overall quality in the mindless pursuit of scale, and they began hiking streaming video prices three times in the last three years. This, unsurprisingly drove subscribers to the exits.

HBO Max CEO Casey Bloys seems to have realized that all of that pointless deal-making by the extraction class wasn’t great for the brand or for quality television. Being everything to everyone in a bid to obtain impossible scale (by producing a lot of low quality mass market appeal bullshit) wasn’t what HBO was all about:

“The result was that HBO, the most premium of premium TV companies, became absorbed into something that was meant to be a Netflix-killer.

As HBO Max CEO Casey Bloys told reporters Nov. 20 in the company’s Hudson Yards offices, that ended up being a fool’s errand: “To Netflix’s credit, as the first mover, they have become a utility for consumers,” Bloys said. “In retrospect, we can all see that the streaming industry’s race for volume, years ago, found many brands losing their identity.”

So HBO is hoping to focus on being the kind of company that made it originally popular in the first place, nine years after AT&T originally signaled its intention to acquire Time Warner. Nine years for these guys to figure out that they should stick to what they’re good at: quality television.

Unfortunately, there’s some bad news for Bloys.

Warner Brothers is about to be purchased by the Ellisons, who are on a massive acquisition spree (TikTok, CBS, the exclusive rights to MMA). All of these deals are going to saddle HBO’s new parent company with mountains of debt. And just like AT&T, Time Warner, and Discovery, that’s going to result in an entirely new wave of layoffs, quality erosion, and price hikes to recoup the investment.

And this is all going to happen before the damage from all the past pointless consolidation deals (including ongoing layoffs from Paramount’s acquisition of CBS) have even fully formed.

It’s also going to result in an entirely new wave of trust fund brats, out of their depths and obsessed with scale, trying to “tweak” the HBO formula so they can obtain impossible scale by being everything to everyone. They’re going to look at the hard lessons HBO experienced over the last nine years and… completely ignore them and repeat all the same mistakes. Write it down.

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freeAgent
6 hours ago
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I have nothing to add to this.
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Tech firm’s new CTO gets indicted; company then claims he was never CTO

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When four people were arrested and charged with a conspiracy to illegally export Nvidia chips to China, there was an interesting side note. One of the arrestees, Alabama resident Brian Raymond, was the chief technology officer of an AI company called Corvex.

Or was he? Corvex certainly seemed to think that Raymond was its CTO in the days before his indictment. Corvex named Raymond as its CTO in a press release and filings to the Securities and Exchange Commission, which detailed plans for a merger with Movano Health.

But once Raymond was arrested, Corvex told media outlets that it had never completed the process of hiring him as an employee. While someone could technically be a CTO as a contractor and not a regular employee, a company spokesperson subsequently claimed to Ars that Raymond had never been the CTO.

The company spokesperson asked Ars for a “correction” to our story, which accurately reported that Corvex itself described Raymond as its CTO and as part of its leadership team.

“Raymond was not CTO of Corvex—so the statement above is inaccurate,” Corvex spokesperson Christopher Buscombe, who is apparently with a third-party firm doing media relations for Corvex, told Ars Monday in an email seeking a correction. “The headline is also misleading as a result, as taken together it suggests Ramyond [sic] was CTO of Corvex. Raymond was CEO of Bitworks, a completely different company.”

Our article quoted both Corvex’s press release describing Raymond as the CTO and Corvex’s subsequent statement saying that he had never been hired. Buscombe asked for a correction to our article, saying it “has caused quite a lot of confusion,” though it seems more likely that any confusion was caused by Corvex’s conflicting statements about Raymond’s position at the company.

Meanwhile, the Corvex press release and SEC filings haven’t been changed or corrected. They still say Raymond was already the Corvex CTO and will continue to serve in that role after the merger. The documents make no mention of Bitworks.

Pre-indictment press release

On November 10, Corvex and Movano Health issued their joint press release announcing the merger. Corvex is a private company and Movano a public one, so the transaction requires approval of Movano shareholders. If the merger is completed, the combined company will be public and go by the name Corvex.

The press release says, “Corvex is an AI cloud computing company specializing in GPU-accelerated infrastructure for AI workloads. Corvex is based in Arlington, Virginia, and is led by Seth Demsey and Jay Crystal, Co-Chief Executive Officers and Co-Founders, and Brian Raymond, Chief Technology Officer.” It goes on to say that after the merger, the combined company will be led by Demsey, Crystal, Raymond, “and other members of the Corvex management team.”

The “is led by” phrase in the press release clearly indicates that Raymond was already the CTO, while the additional statement about the post-merger company indicated he would continue as CTO after the merger’s completion. At the same time, Raymond announced on LinkedIn that he had “formally joined Corvex as the CTO, driving AI at scale for customers around the world.”

The Corvex/Movano joint press release naming Raymond as CTO was submitted to the SEC as an exhibit to a Movano filing about the Corvex/Movano merger. A merger agreement submitted to the SEC by Corvex and Movano includes another exhibit listing three “post-closing officers,” specifically Demsey, Crystal, and Raymond.

The timing of Corvex’s statements about Raymond being its CTO could hardly have been worse. Raymond was indicted in a federal court on November 13 and the indictment was unsealed last week. The US Justice Department alleged that Raymond operated an Alabama-based electronics company through which he supplied Nvidia GPUs to his alleged conspirators “for illegal export to the PRC [People’s Republic of China] as part of the conspiracy.”

Raymond, 46, of Huntsville, Alabama, faces two charges for illegal exports, one charge of smuggling, a charge of conspiracy to commit money laundering, and seven counts of money laundering. There are maximum prison sentences of 20 years for each export violation and each money laundering count, and 10 years for the smuggling charge. Raymond was reportedly released on bond after his arrest.

Raymond “was transitioning into an employee role”

With media outlets reporting on the charges, Corvex answered queries from reporters with a statement saying, “Corvex had no part in the activities cited in the Department of Justice’s indictment. The person in question is not an employee of Corvex. Previously a consultant to the company, he was transitioning into an employee role but that offer has been rescinded.”

Law professors with expertise in corporate governance and securities regulations told Ars that someone can legally be an officer of a company without being an employee. But Corvex may still have misled investors with its statements about Raymond’s status.

“It could be the case that this person was the chief technology officer but was not an employee of the company, was an independent contractor instead,” Andrew Jennings, an Emory University law professor, told Ars. But even if one interprets Corvex telling the press that it never hired Raymond in the most charitable way, the distinction is “splitting hairs… because one doesn’t need to be an employee to be an officer of the company,” Jennings said.

Corvex went further in asking at least one news outlet for a correction and claiming that Raymond was never the CTO. “I suspect that what they are saying to the press that this person was never CTO, is probably not correct,” Jennings said. The merging companies are “represented by serious law firms” and aren’t likely to have been lying about Raymond being the CTO, Jennings said.

“I can’t imagine that there would be a press release and a merger agreement that lists him as an officer and specifically as the chief technology officer if it weren’t the case,” he said. “I think they would have some more explaining to do if they really wanted to argue that it’s incorrect to refer to him as the CTO or the former CTO.”

Ars sent an email with several questions to the listed contact for Corvex, co-CEO Jay Crystal, yesterday but received no response. We instead received another email from Buscombe, who offered to provide information on background that “would respond to the questions you have put to Corvex.”

Buscombe said the background information he was offering “cannot be quoted directly” and cannot be “attributable to anyone.” We declined this offer and offered to publish any on-the-record statements that Corvex would provide, but we haven’t received anything further.

A spokesperson for the SEC declined to comment when contacted by Ars. We contacted Movano and Raymond with several questions yesterday and will update this article if we receive any responses.

False statements can lead to litigation or SEC charges

If Raymond really wasn’t the CTO, that probably would be a material misstatement because of the nature of the company, Jennings said. For an AI firm or any kind of tech company, the chief technology officer is an important position. The fact that Raymond was one of just three listed officers adds to the likelihood that it could be a material misstatement, if he really was never the CTO.

“Knowing what sort of technical leadership the company has could be something of import to a reasonable investor” who is voting on a merger, Jennings said.

A false statement about who is the CTO could be used in private litigation brought by investors against the company or in enforcement actions by the SEC. “The SEC could bring an enforcement action under a number of statutes for that sort of false statement, if it were in fact a false statement,” Jennings said.

Robert Miller, a law professor at George Mason University, told Ars “that it’s not absolutely impossible to have someone in a role like CTO or even CEO when the person is not an employee, legally speaking.” But even “if that was the case, it would very likely be misleading for the company to say, without qualification or explanation, that ‘Raymond is the CTO of the company.’ That would reasonably be understood to mean that Raymond was an employee.”

Not explaining a company officer’s employment status could be a “material omission” in violation of Rule 10b-5, an anti-fraud regulation, he said.

“A 10b-5 violation could result in enforcement action by the SEC,” Miller told Ars. “It could also result in private lawsuits from shareholders, but such shareholders would also have to show damages—e.g., a stock drop when the truth came out. In this case, given that Raymond was likely more liability than asset, there may be no damages to the shareholders from the omission.”

Companies can face liability for false statements to investors, even if they’re not made in SEC filings. An SEC filing “creates potential additional avenues for liability,” Jennings said. “Certainly the securities statutes will apply to communications made by a public company in really any channel, including just putting out a press release, and so that could spark private litigation or it could spark SEC enforcement. It’s also illegal to knowingly make a false statement to a government agency, whether that’s the FBI or the SEC or a committee of Congress, etc. And so the act of filing could create additional avenues of liability, but those would be sort of stacked on top of each other.”

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freeAgent
6 hours ago
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This reminds me of the time I had accepted an offer from another company on the same day I received a promotion from the employer where I was working. My manager who delivered the news said that I had the least enthusiastic response to being promoted that he'd ever seen (after I told him I was leaving the following day).
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Parents, here’s what to know if your kid wants a Sur Ron or high power e-bike

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If you’re a parent of a teenager, there’s a decent chance you’ve heard the phrase “Can I get a Sur Ron?” sometime in the last year. Before you panic‑Google it or head to Amazon to see what one of these bikes costs, there are some important things you should know about this class of electric two-wheelers that have become all the rage with teenagers these days.

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freeAgent
7 hours ago
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If your kid asks for one of these, the default answer should be "no." The only reason you should say yes is if your kid wants to get into dirt biking, you're ok with that, and they will be using it only for dirt biking. I see so many teens on these things on streets and sidewalks and in parks terrorizing people and behaving extremely dangerously. You'd have to be an idiot to allow your kid to ride these around a neighborhood.
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