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Dartmouth professor says he’s surprised just how scared his Gen Z students are of AI

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When Scott Anthony (Dartmouth College, class of 1996) left a 20-year career in high-stakes consulting to join the faculty at his alma mater in July 2022, he thought he was leaving the “intense day-to-day combat” of the corporate world for a quieter life of teaching. Instead (as Anthony previously described in a commentary for Fortune), he arrived on campus just months before the release of ChatGPT, landing him squarely in the center of the artificial intelligence (AI) revolution that has left many of his students paralyzed by anxiety.

In a recent interview, the former consultant at McKinsey and Innosight, a boutique firm cofounded by Clayton Christensen and Mark Johnson in 2000 and acquired by Huron in 2017, revealed the prevailing mood among the next generation of business leaders isn’t just excitement—it is fear.

“One of the things that really surprises me consistently is how scared our students are of using it,” Anthony said. He clarified this anxiety isn’t merely about academic integrity or cheating. Plenty of his students are excited to use AI and push into the frontier of this new tech advance, he clarified, but a meaningful portion approach it with “hesitation and fear.” They are “scared full stop.”

“There’s something about AI where people, I think, worry that they’ll lose their humanity if they lean too much into it,” Anthony explained. This is different from many of his long-tenured academic colleagues, who he said are usually eager to dig into the new tools at their disposal. The freshly minted author of Epic Disruptions: 11 Innovations That Shaped our Modern World, Anthony talked to Fortune about teaching a course on disruption while education and work itself is in the middle of being disrupted itself. “History teaches me very clearly that in the middle of a change like this, it’s very messy.”

The fear of losing yourself

Anthony said what he believes about studying disruption, and managing through it as a consultant, is that you look back later on and the pattern becomes clear, but at this particular stage, “there’s just a lot of noise.” He said he understands his students’ concerns about AI and shares it to some extent—offloading too much cognitive work to AI will atrophy the critical thinking skills required to lead.

An eye-catching MIT study published in June would seem to make Anthony’s point. Titled “your brain on ChatGPT,” with a subtitle mentioning “accumulation of cognitive debt.” Widely covered in the media as supporting Anthony’s students’ fear, that AI tools can somehow harm humanity, the study suggested that “cognitive activity scaled down in relation to external tool use.” In other words, it suggests that using AI makes you stupider.

Vitomir Kovanovic and Rebecca Marrone, from the University of South Australia, argued in The Conversation at the time that “brain-only group” repeated the task in question three times, a phenomenon known as the familiarisation effect. The AI control group only got to “use their brains” to perform the task once, they noted, and so achieved only slightly better engagement than the brain-only group’s first try. They argued AI is functioning like a calculator, and tasks haven’t become advanced enough to put students through the ringer, even using AI tools. Anthony, who didn’t comment on that specific MIT study, told Fortune he’s rolled up his sleeves on AI assessments.

“I’ve been teaching a class about how you lead disruptive change,” Anthony said, adding he wants to find someone who needs to learn a particular topic and use AI to tackle that. This doesn’t mean he wants something like, say, an AI-driven song that required one prompt to make. “I want you to actually go and expose the guts of the work that you did so I can then go and see whether you learned anything or not.” Sometimes, he said, elegant outputs are the result from students who didn’t learn anything, but he also gets “rough outputs where when you see what they’re actually doing.”

When asked about the example of someone like Jure Leskovec, the Stanford computer science professor who went fully to blue-book exams several years ago, as Fortune reported in September, Anthony said he respected that, but it wasn’t for him. “I’ve never given a blue-book exam,” he said, noting he’s just a few years removed from his consulting career and he may try it, but he’s not there yet. Some of his colleagues are very strict still: Not only does one colleague still only do blue-book exams, “he does not allow people to go to the bathroom during the exam. You just, you can’t leave the room.”

He agreed with Leskovec some changes are already irreversible: “The writing is all good now. The bad writing has been taken out.” This can be “dangerous,” he added, saying he really pushes his students to resist temptation.

“The thing I’ve just really been pushing, whether it’s students or whether it’s the executives that I’ve been working with, it’s so seductive and easy to say, ‘Let me offload,’” he said. The reason why, he explained, has to do with what he learned about Jerry Seinfeld and Julia Child while researching his book.

What Jerry Seinfeld believes about hard work

To paraphrase Seinfeld, Anthony said he tells his students “the right way is the hard way.” He recalled an interview Seinfeld gave to the Harvard Business Review in 2017 when the famous comedian, with a reputation as a bit of a micromanager, was asked if he ever wanted McKinsey to help with his process. “Who’s McKinsey?” He asked. When told that it was a consulting firm, he countered, “Are they funny?”

Seinfeld was making the point, Alexander told Fortune, that the hard way to be funny is the right way, at least for him. He said he wants students to do the “hard work” to develop the wisdom necessary to manage AI effectively.

“We just have to separate people from technology when we’re assessing learning or else we’re going to get AI regurgitation,” he warned. That can be useful for some things, “but if you’re trying to figure out whether people learn something or not, it’s useless.”

Anthony also drew on a fitness analogy: “You go to the gym, you want to lift any amount of weight, bring a forklift with you. You can lift the weight, but that’s not the point.”

Julia Child‘s long record of failure before success

Anthony said his research, teaching at the Tuck School of Business, and his writing shows people are getting bogged down by AI when they should be focused on the hard work Seinfeld was referencing. Take the example of the famous cooking author Julia Child, which Anthony said was his favorite chapter of the book because it was the most surprising. The lesson he drew from it is that you may not be able to be the next Steve Jobs, but you could be the next Julia Child. “If life bounces the right way, I could imagine that happening to me, you know?”

The professor explained Child’s example shows disruption “isn’t about being a superhero,” but it’s more about ordinary people following certain behaviors and showing curiosity.

“It’s a reminder that there is no straight line to success,” he said. She started working on her masterpiece, Mastering the Art of French Cooking, roughly 10 years—and two publisher changes—before succeeding with it. She also failed her first exam at Paris’ Cordon Bleu, persevering to become the woman who brought French cuisine to mainstream America. “It’s classic hero journey sort of stuff,” he said.

Consider the first French meal that Child cooked for her husband, Anthony said: brain, simmered in red wine. “Everybody agreed it was a disaster.” But again, he said, the hard work was the point.



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Trump cut income taxes on tips and overtime, but many states—even some led by Republicans—haven’t done the same yet

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To tax tips or not? That is a question that will confront lawmakers in states across the U.S. as they convene for work next year.

President Donald Trump’s administration is urging states to follow its lead by enacting a slew of new tax breaks for individuals and businesses, including deductions for tips and overtime wages, automobile loans and business equipment.

In some states, the new federal tax breaks will automatically apply to state income taxes unless legislatures opt out. But in many other states, where tax laws are written differently, the new tax breaks won’t appear on state tax forms unless legislatures opt in.

In states that don’t conform to the federal tax changes, workers who receive tips or overtime — for example — will pay no federal tax on those earnings but could still owe state taxes on them.

States that embrace all of Trump’s tax cuts could provide hundreds of millions of dollars of annual savings to certain residents and businesses. But that could financially strain states, which are being hit with higher costs because of new Medicaid and SNAP food aid requirements that also are included in the big bill Trump signed.

Most states begin their annual legislative sessions in January. To retroactively change tax breaks for 2025, lawmakers would need to act quickly so tax forms could updated before people begin filing them. States also could apply the changes to their 2026 taxes, a decision requiring less haste.

So far, only a few states have taken votes on whether to adopt the tax breaks.

“States in general are approaching this skeptically,” said Carl Davis, research director at the nonprofit Institute on Taxation and Economic Policy.

Trump’s treasury presses states to `immediately conform’

A bill Trump signed on July 4 contains about $4.5 trillion of federal tax cuts over 10 years.

It creates temporary tax deductions for tips, overtime and loan interest on new vehicles assembled in the U.S. It boosts a tax deduction for older adults. And it temporarily raises cap on state and local tax deductions from $10,000 to $40,000, among other things. The law also provides numerous tax breaks to businesses, including the ability to immediately write off 100% of the cost of equipment and research.

Forty-one states levy individual income taxes on wages and salaries. Forty-four states charge corporate income taxes.

Treasury Secretary Scott Bessent this month called on those states “to immediately conform” to the federal tax cuts and accused some Democratic-led states that haven’t done so of engaging in “political obstructionism.” Though Bessent didn’t mention it, many Republican-led states also have not decided whether to implement the tax deductions.

“By denying their residents access to these important tax cuts, these governors and legislators are forcing hardworking Americans to shoulder higher state tax burdens, robbing them of the relief they deserve and exacerbating the financial squeeze on low- and middle-income households,” Bessent said.

But some tax analysts contend there’s more for states to consider. The tax break on tips, for example, could apply to nearly 70 occupation fields under a proposed rule from the Internal Revenue Service. But that would still exclude numerous low-wage workers, said Jared Walczak, vice president of state projects at the nonprofit Tax Foundation.

“Lawmakers need to consider whether these are worth the cost,” Walczak said.

Only a few states offer tax breaks for tips and overtime

Because of the way state tax laws are written, the federal tax breaks for tips and overtime wages would have carried over to just seven states — Colorado, Idaho, Iowa, Montana, North Dakota, Oregon and South Carolina. But Colorado opted out of the state tax break for overtime shortly before the federal law was enacted.

Michigan this fall became first — and, so far, only — state to opt into the tax breaks for tips and overtime wages, effective in 2026. The overtime tax exemption is projected to cost the state nearly $113 million and the tips tax break about $45 million during its current budget year, according to the state treasury department.

Michigan lawmakers offset that by decoupling from five federal corporate tax changes the state’s treasury estimated would have reduced Michigan tax revenues by $540 million this budget year.

Republican state Rep. Ann Bollin, chair of the Michigan House Appropriations Committee, said the state could not afford to embrace all the tax cuts while still investing in better roads, public safety and education.

“The best path forward is to have more money in people’s pockets and have less regulation — and this kind of moved in that direction,” she said.

Arizona could be among the next states to act. Democratic Gov. Katie Hobbs has called upon lawmakers to adopt the tax breaks for tips, overtime, seniors and vehicle loans, and follow the federal government by also increasing the state’s standard deduction for individual income taxpayers. Republican state House leaders said they stand ready to pass the tax cuts when their session begins Jan. 12.

Several states have rejected corporate tax breaks

In addition to Michigan, lawmakers in Delaware, Illinois, Pennsylvania and Rhode Island have passed measures to block some or all of the corporate tax cuts from taking effect in their states.

A new Illinois law decoupling from a portion of the corporate tax changes could save the state nearly $250 million, said Democratic state Sen. Elgie Sims, chair of the Senate Appropriations Committee. He said that could help ensure continued funding for schools, health care and vital services.

Illinois Gov. JB Pritzker, an outspoken Democratic opponent of Trump, also cited budget concerns for rejecting the corporate tax cut provision. He said states already stand to lose money because of other provisions in Trump’s big bill, such as a requirement to cover more of the costs of running the Supplemental Nutrition Assistance Program.

“The decoupling is an effort to try to hold back the onslaught from the federal government to make sure that we can support programs like the one we’re announcing today,” Pritzker told reporters at a December event publicizing a grant to address homelessness in central Illinois.

This story was originally featured on Fortune.com



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A photo with Trump in it appears to have been removed from the partial Epstein files the Justice Department released

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A photo featuring President Donald Trump that was included in one of the Justice Department files on the late sex trafficker Jeffrey Epstein appears to have been removed online.

Late Friday, the department published a trove of documents to meet a deadline mandated by an overwhelmingly bipartisan vote in Congress, though not all the Epstein files were released, and many that were made public have been heavily redacted.

There was little mention of Trump in the text that was available, and White House officials highlighted photos of former President Bill Clinton.

But an image of a desk with several pictures on it included one showing Trump’s face. It was originally listed as EFTA00000468, but it no longer appears on the list of “data set 1” files and is not accessible online anymore.

“This photo, file 468, from the Epstein files that includes Donald Trump has apparently now been removed from the DOJ release,” Democrats on the House Oversight Committee pointed out in a post on X on Saturday. “@AGPamBondi is this true? What else is being covered up? We need transparency for the American public.”

The Justice Department didn’t immediately respond to a request for comment. It said on X that it hasn’t redacted any names of politicians, pointing to comments from Deputy Attorney General Todd Blanche.

“The only redactions being applied to the documents are those required by law — full stop,” he said. “Consistent with the statute and applicable laws, we are not redacting the names of individuals or politicians unless they are a victim.”

The administration’s failure to release all the files and the massive blackouts of many documents have already stirred outrage among congressional leaders of the effort to make them public.

Rep. Ro Khanna, D-Calif., said Friday that the document dump doesn’t comply with the spirit or the letter of the law, and singled out one file from a New York grand jury where all 119 pages were blacked out.

Later, he said he and Rep. Thomas Massie, R-Ky., have already started working on drafting articles of impeachment and inherent contempt against Attorney General Pam Bondi, though they haven’t decided yet whether to move forward.

“Impeachment is a political decision and is there the support in the House of Representatives? I mean Massie and I aren’t going to just do something for the show of it,” Khanna told CNN.

This story was originally featured on Fortune.com





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OpenAI vs. Apple? Sam Altman is setting his sights on an even higher-stakes AI battle

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All eyes are on the Big Tech LLM race and, at least in the eyes of investors, it seems like Google (owned by Alphabet, No. 7) could run away with the win.

Google’s Gemini has been steadily stealing buzz and AI traffic share over the last few months from OpenAI. And if there was any moat to be had in LLMs, it would seem like it would belong to the company with the biggest treasure chest of personal data on users. That almost indisputably would be Google, thanks to Android, YouTube, Search history, Maps, and Gmail. On top of that, the company has one of the top AI minds, Demis Hassabis, and Google cofounder Sergey Brin leading its troops toward dominance.

Perhaps that’s why Sam Altman is setting his sights on winning what could be an even higher-stakes AI battle: creating the future mass AI consumer device. Altman feels that in the long term, his greatest foe will be Apple (No. 4), not Google, Meta (No. 22), or Amazon (No. 2). He recruited iPhone designer Jony Ive to OpenAI this May, and Ive has said the company’s secret device could be ready in the next two years.

What will that device be like? If you ask Altman, he describes limitations with the mobile phone. First of all, it can be turned off. It also can’t scan the room around you and give you real-time context and know exactly when to deliver relevant information to you. He sounds more bullish about audio than visual as the primary means of communication. And he sees no reason why a device and an operating system should be sold separately, like Google and Android—a future device should come with the trademark LLM baked in, like iOS in an iPhone.

Thanks largely to that iPhone, Apple is generating tens of billions of dollars a year in cash flow that it can plow into new devices and armies of engineers to design them—two areas where OpenAI lags far behind. Then again, Apple seems ripe to be disrupted: As Meta founder Mark Zuckerberg said on Joe Rogan’s podcast earlier this year, “They haven’t invented anything great in a while. It’s like Steve Jobs invented the iPhone, and now they’re just kind of sitting on it 20 years later.”

But for now, OpenAI and its team are all about perfecting ChatGPT. For more on how Altman is planning to position OpenAI as a long-term hardware play, and how he’s combating fast-rising competition like Anthropic and Google in the short term, check out Fortune’s reporting on what’s happening inside OpenAI as it battles its way through an eight-week code red.

Also, we’re taking a break for the holidays, so Fortune 500 Digest will be back in inboxes Jan. 10. In the meantime, you can read the latest online.



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