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I’ve been a thought leader on operationalizing AI for over 35 years and I’m concerned about a catastrophe in the making

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In a speech last month, President Donald J. Trump outlined three executive orders he signed to promote American dominance of AI technology. He promised, in fact, that as America is the country that started the AI race, “I’m here to declare that America is going to win it!” 

To do so, his executive orders would make it easier for companies to build AI infrastructure, speed up the permitting process by doing away with any oversight and safeguards he believed to be onerous, and push the exporting of America-manufactured AI products.  

This is just the latest salvo in what is now a global AI arms race, backed by billions of dollars in investment by tech companies and venture capital firms big and small here in the U.S. and across the globe. I’ve conducted academic research on responsible AI for over 35 years, I have been at the forefront of operationalizing AI — from pioneering academic research to leading enterprise adoption of analytics and AI across industries. I’m concerned about a catastrophe in the making, with giant tech firms winning the battle of the current AI arms race but most assuredly losing the war in terms of creating an utterly destructive impact on society.  

Big tech will become colossal tech

Earlier this year, the four dominant tech giants — Alphabet, Amazon, Meta and Microsoft — said they planned on spending some $320 billion on AI this year alone.  

Not to be left behind, the EU recently mobilized billions of euros to finance and build AI gigafactories, with the goal of becoming a global leader in the field. Said Commission President Ursula von der Leyen, “AI will improve our healthcare, spur our research and innovation and boost our competitiveness. We want AI to be a force for good and for growth… ”

Then, there’s India. The national IndiaAI Mission, launched last year, has a budget outlay of approximately $1.3 billion over the next five years directed toward AI infrastructure and financing startups, with a smaller portion allocated to research and development and centers of excellence, focusing on sustainability, healthcare, and agriculture as priority areas. 

And we can’t ignore the once “sleeping giant,” China, which has the singular goal of achieving global AI leadership by 2030, when its vast investments would value its AI market at some $1.4 trillion!

The return on investment on all this money is hard to predict, other than the fact that Big Tech will become Colossal Tech the world over. Ultimately, though, success will be measured not by how much money companies and countries invest and earn but how all this AI is used and what protections will be enacted to ensure that its myriad uses are constructive rather than destructive.  

For now, there are so many unanswered questions to ponder, questions that few have ventured to honestly and thoroughly answer because there is both too much unknown and for the most part the industry is totally unfettered.

Employment crisis brewing

Consider as but one example, the employment factor. In other words, who are all the people who will work on the plethora of AI initiatives present and future.  A shortage of trained personnel is already acute in the tech industry, with a study by Randstad, the international human resources consulting firm, finding that just over a third of employees at the companies examined saying they have received any AI training in the past year.  Only one in five Baby Boomers have had access to AI upskilling opportunities. And quite alarming, more than seven out of 10 workers who say they are skilled in AI are men, while only 29% are women.

This scarcity of AI skilled workers does not factor the rapid advancements in the technology in relation to the time it takes to train an individual in that technology. While it can vary significantly, depending on the complexity of the AI model, training one person can take many months. Workers don’t just have to learn new AI concepts and models, they must “learn how to learn” in a world where AI innovations are coming fast and furious. For companies, this is another significant financial investment in education and training — a totally wasteful one  because there is no predictable ROI.

Then there’s the perception that AI will displace humans in the workforce because it is faster, cheaper, and more efficient and effective. Companies that even consider such a mindset are headed towards oblivion. In fact, to companies that are striving to do more with less manpower by using AI assistants to develop code, I say good luck. You still need skilled software engineers and always will. Yet, a recent report shows that there has been an alarming 34% drop in the demand for software engineers since a 2021 peak. 

So, rather than focusing so much on embracing autonomy, companies must look at AI as augmentation, a collaboration between machine and human. If not, they may win the battle in the current AI arms race but they will most assuredly lose the war because the impact on society will be nothing short of catastrophic.   

The matter of emissions

There is also another catastrophe in the making. According to the World Economic Forum, tech companies are spewing out more emissions from running the massive data centers necessary to power the AI systems. Microsoft announced recently that its emissions from carbon dioxide had surged nearly 30% since 2020 due to the expansion of its data centers, which are powered by oil and gas. Energy consumption is blowing up and there doesn’t seem to be an end in sight. It’s a toxic equation: more power, more air pollution. Ironically, it comes at the same time these tech companies — like those in so many other sectors that drive world economies — had pledged net zero carbon footprints over the next two decades, if not sooner.   

Sure, at some point, as alternative power sources such as solar, wind and nuclear become more prevalent, these outputs may diminish. And AI has the potential to play a critical role in reducing carbon footprints, optimizing energy efficiency, and accelerating green technology. Indeed, while it seems like only a fractional amount, AI has the potential to cut global carbon dioxide emissions by 4% by 2030, according to a report from the World Economic Forum

Moreover, AI has other societal benefits. It is accelerating research and innovation across various scientific disciplines, leading to significant breakthroughs in areas such as drug discovery and materials science. Researchers at MIT have developed AI models that improve the accuracy of climate predictions by analyzing vast datasets, aiding in better understanding and mitigation of climate change impacts. Further, the integration of AI in climate science has led to a 30% improvement in the accuracy of weather forecasting models, enhancing the ability to predict and respond to extreme weather events.

With such conflict between the potential for societal good and that for great harm, many wonder if there is a middle ground, and does it lay with unified global regulation of the entire AI industry. The fact is the cat is already out of the bag — every country has AI. So, I would argue that it is less about regulation and more about using AI responsibly while earning the trust of users. In other words, there still needs to be some regulation but it must be combined with common sense. It must be advanced at a pace that society finds acceptable and earns the trust of individuals and the collective whole about the short-term and long-term impacts of the technology, rather than having it shoved down their throats.  

The air safety model that was adopted after World War I and that has evolved in the years since serves as an ideal corollary. Back then, as commercial air travel became a transportation option, safety measures were limited by the existing technologies, leading to many accidents that could have been prevented. But these accidents served as valuable lessons for aviation experts. In 1926 came the establishment of the Federal Aviation Administration, which was charged with improving flights both domestically and internationally. Rules were established for airways and air traffic. Licensing for pilots and maintenance technicians became mandatory, as did certification of repair stations and their crews. Manufacturing standards for air worthiness were developed. And the designs of the planes themselves were greatly enhanced with innovations such as radar systems, cabin pressurization, communication technology, and even AI itself. Today, airline travel is the safest mode of transportation.

AI could eventually be the safest mode of innovation on multiple levels and in industries across the board. But it does need to be really safe and it needs to be secure, like a plane’s black box. Only then will it be adopted by all sectors and the ROI will have real value.

The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.



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Paramount launches WBD hostile bid that includes Trump son-in-law Jared Kushner

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In a separate regulatory filing, Paramount disclosed that Affinity Partners, the private equity firm led by Jared Kushner, is part of the bid. It added that sovereign wealth funds from Saudi Arabia, Abu Dhabi, and Qatar are also participating.

Affinity and the other outside financing partners have agreed to forgo any governance rights, which Paramount said means the Committee on Foreign Investment in the United States would have no jurisdiction over the transaction. Meanwhile, Chinese tech conglomerate Tencent is no longer a partner.

The offer comes after Paramount lost out in the bidding war for the assets last week to Netflix, which made a cash-and-stock deal worth $27.75 per share. Paramount’s proposed transaction is for the entirety of WBD, including the Global Networks segment, while Netflix’s deal is for the studio and HBO Max.

Paramount argued its offer to WBD shareholders provides a superior alternative to the Netflix transaction, which offers “inferior and uncertain value and exposes WBD shareholders to a protracted multi-jurisdictional regulatory clearance process with an uncertain outcome,” referring to the likely antitrust concerns for Netflix’s megadeal.

At the Kennedy Center over the weekend, President Donald Trump partially confirmed reporting from Bloomberg’s Lucas Shaw about his private conversations with Netflix co-CEO Ted Sarandos, saying they had met in the Oval Office before Netflix announced its winning bid, while adding that its combined market share with WBD could be an antitrust concern.

Paramount argued that WBD’s recommendation of the Netflix offer is based on an “illusory prospective valuation of Global Networks that is unsupported by the business fundamentals” and encumbered by high levels of financial leverage assigned to the entity. Netflix’s offer would assume $11 billion of debt and involve a $59 billion bridge loan, which Bloomberg reported was among the highest ever.

David Ellison, chairman and CEO of Paramount, said: “WBD shareholders deserve an opportunity to consider our superior all-cash offer for their shares in the entire company.”

Paramount, which earlier sent a letter to WBD CEO David Zaslav complaining of a “tainted” sale process, further asserted today that although Paramount made six offers for WBD over 12 weeks, “WBD never engaged meaningfully with these proposals, which we believe deliver the best outcome for WBD shareholders.

“We believe our offer will create a stronger Hollywood. It is in the best interests of the creative community, consumers, and the movie theater industry. We believe they will benefit from the enhanced competition, higher content spend and theatrical release output, and a greater number of movies in theaters as a result of our proposed transaction,” Ellison continued. “We look forward to working to expeditiously deliver this opportunity so that all stakeholders can begin to capitalize on the benefits of the combined company.”

Paramount’s tender offer is scheduled to expire at 5 p.m. ET on Jan. 8, 2026. The company said its offer will be financed by new equity backstopped by Paramount’s well-capitalized principal equity holders, and $54 billion of debt commitments from Bank of America, Citi, and Apollo.

Centerview Partners and RedBird Advisors are acting as lead financial advisors to Paramount, and Bank of America Securities, Citi, and M. Klein & Co. are also acting as financial advisors. Cravath Swaine & Moore and Latham & Watkins are acting as legal counsel to Paramount.

Disclosure: The author worked at Netflix from June 2024 through July 2025.



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Craigslist founder signs the Giving Pledge, and some of his fortune will go to a pigeon rescue

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Of the wealthiest people in the world, about 250 have pledged to give away the majority of their fortune—an effort coined the Giving Pledge. It was started by Bill Gates, Melinda French Gates, and Warren Buffett in 2010, and billionaires including Mark Zuckerberg, Elon Musk, Larry Ellison, and Bill Ackman have signed on. 

Although it’s often also referred to as the “Billionaire’s Pledge,” other wealthy donors have committed to the endeavor. One of the latest signatories is Craigslist founder Craig Newmark, who announced on LinkedIn this weekend he’s officially joining the Giving Pledge.

“Okay, I’ve formally signed up for the Giving Pledge, sometimes considered the Billionaire’s Pledge, though I’ve never been a billionaire, particularly after I gave away all my Craigslist equity to my charitable foundation,” Newmark wrote. “Seems like a good way to officially enter my middle seventies, which I’ve done today.”

Newark built his fortune by founding popular online marketplace Craiglist in 1995. It started as an email list for local San Francisco residents, but turned into an online classifieds page the following year. Today, Craigslist is estimated to be worth about $3 billion

“This all feels like a follow up to my decision in early 1999 to monetize Craigslist as little as possible,” Newmark said of signing Giving Pledge. “The best estimate so far is that I turned down around $11B that bankers and VCs wanted to throw at me. I still made plenty after that.”

In 2020, Forbes estimated Newmark’s net worth at $1.3 billion, although in 2022 he said he’d give away most of his fortune to charitable causes. There aren’t more recent estimates of his net worth, but he emphasized in his LinkedIn post he is not a billionaire.

His foundation, Craig Newmark Philanthropies, mostly supports cybersecurity and veterans causes. And in his post committing to the Giving Pledge, Newmark said he’d continue making similar donations. 

“My focus is where I can do some actual good in neglected areas, like for military families and vets, like fighting cyberattacks and preventing scams,” he wrote. “Also, a little for pigeon rescue.”

Wait, what?

Newmark is also dedicated to rescuing pigeons. 

“I love birds, have a sense of humor, and I suspect that pigeons may become our replacement species,” he told the Associated Press in 2023.

His favorite neighborhood pigeon is named Ghostface Killah, who is featured in a painting on his mantle at home. 

He said he developed his love for pigeons in the mid-1980s when he lived in Detroit. Pigeons are “the underdog,” he told NYU’s student newspaper Washington Square News

“They’re the grassroots, most prominent bird and possibly our successor species,” Newmark said. “But pigeons are, well, I identify with them as well. I grew up with no money, living across the street from a junkyard.”

Early this year, Newmark donated $30,000 to San Francisco-based pigeon rescue Palomacy, which was the largest donation the organization had ever received. 

“Craig Newmark is many things: the founder of craigslist, an ‘accidental entrepreneur,’ a self-proclaimed old-school nerd, a full-time philanthropist and a life-long lover of pigeons,” Palomacy said in January. “We so appreciate the support they provide our feathered friends.”

With Newmark’s donation, Palomacy can continue to “save hundreds of pigeons and doves through hands-on rescue, rehabilitation, and rehoming in Northern California,” according to the organization. “We are reversing the unfair stigma against pigeons and showing the world they deserve our respect and protection.”

Recent criticisms of the Giving Pledge

Although there undoubtedly are some billionaires and other high-net-worth individuals who are genuinely committed to the Giving Pledge, there has been recent criticism many of the signatories aren’t living up to the pledge. Even Melinda French Gates, one of its founders, recently said people could be doing more. 

“Have they given enough? No,” she said in a recent interview with Wired.

Treasury Secretary Scott Bessent last week also called the Giving Pledge a failure—but for different reasons. He said it was “well intentioned,” but was “very amorphous” and claimed wealthy people made the commitment out of fear that the public would “come at it with pitchforks.” Bessent also pointed out that not many billionaires have actually delivered on their promise to donate their fortunes. 

Warren Buffett, another Giving Pledge founder, also recently admitted he had to rethink some of his original philanthropic plans.

“Early on, I contemplated various grand philanthropic plans. Though I was stubborn, these did not prove feasible,” he wrote in a recent letter to shareholders. “During my many years, I’ve also watched ill-conceived wealth transfers by political hacks, dynastic choices, and, yes, inept or quirky philanthropists.” 

Several studies have also poked holes in the Giving Pledge, showing how it’s benefitted billionaires by presenting themselves as generous and public‑spirited, but doesn’t question inequalities and tax rules that led to such massive wealth in the first place.

The Institute for Policy Studies (IPS) argues the Giving Pledge is “unfulfilled, unfulfillable, and not our ticket to a fairer, better future.” 

To be sure, many wealthy signatories like Newmark appear to be genuinely committed to the cause. 

“Like I say, a nerd’s gotta do what a nerd’s gotta do, and a nerd should practice what he preaches,” Newmark wrote over the weekend.





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Nvidia CEO Jensen Huang urges a return to factory careers: ‘Not everyone needs a PhD’

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“We want to re-industrialize the United States. We need to be back in manufacturing,” Huang said recently on theJoe Rogan Experience podcast. “Every successful person doesn’t need to have a PhD. Every successful person doesn’t have to have gone to Stanford or MIT.”

Huang believes more Americans need to take on manufacturing gigs—not just to pivot to where the work will be in the age of AI, but also because the entire industry could be at risk. As much as the thought of U.S. citizens heading back into factories may seem like a back-track, he said it impacts the nation’s ability to remain prosperous and build AI companies like his.

“If [the] the United States doesn’t grow, we will have no prosperity,” Huang continued. “We can’t invest in anything domestically or otherwise—we can’t fix any of our problems. If we don’t have energy growth, we can’t have industrial growth. If we don’t have industrial growth, we can’t have job growth. It’s as simple as that.”

“If not for [Trump’s] pro-growth energy policy, we would not be able to build factories for AI, not be able to build chip factories, we surely won’t be able to build supercomputer factories. None of that stuff would be possible without all of that. Construction jobs would be challenged, electrician jobs—all of these jobs that are now flourishing, would be challenged.”

Lutnick’s intergenerational manufacturing push amid talent shortages

As the cofounder and leader of the world’s most valuable company, Huang has a peek under the hood of America’s changing workforce dynamic. The CEO of the $4.53 trillion chip giant has a direct line to U.S. President Donald Trump and Secretary of Commerce Howard Lutnick, who are determined to bring U.S. manufacturing back to its glory days. 

The Trump administration is pressing for American self-reliance while curbing immigration, leading officials like Lutnick to push for an intergenerational manufacturing boom. He even framed it as a step into the future, not a stumble back into the past. 

For example, Lutnick claimed that technician jobs are promising gigs with a low barrier to entry, that can pay anywhere between $70,000 to $90,000 at the onset—no college degree required. 

“It’s time to train people not to do the jobs of the past, but to do the great jobs of the future,” Lutnick toldCNBC earlier this year. “This is the new model, where you work in these plants for the rest of your life, and your kids work here, and your grandkids work here.”

It’s an appealing proposition: avoid college debt and earn more than the average U.S. worker, all while having stability during an AI jobs wipeout. Yet many manufacturing roles have been left unfilled, despite the sector continuing to grow. 

Employment in the manufacturing surpassed pre-pandemic levels, standing at about 13 million jobs as of January 2024, according toDeloitte. It was estimated that the need for human workers in manufacturing could stand at around 3.8 million, but over half of these jobs—around 1.9 million—could remain unfilled if skill gaps aren’t addressed and the tune on the jobs doesn’t change. 

After all, only 14% of Gen Zers said they’d consider industrial work as a career, according to a 2023 study from Soter Analytics. There are a few concerns holding them back: they believe the industry doesn’t offer work flexibility, and the conditions are unsafe.

Huang even believes robots will create new jobs for humans

Huang has hope for the future of jobs, even as robot employees step onto the scene—and it’ll give yet another boost to factory jobs. 

Some tech leaders, like Tesla CEO Elon Musk, are already developing their own fleets of autonomous workers; Musk predicted his company’s Optimus humanoid robots will be used internally within Tesla by the end of 2025, and the following year, other companies will have the tech in their hands. 

It’s assumed that these robots will take over the work of employees, leaving humans high and dry—but Huang is optimistic that the tech will create new opportunities, especially for technicians.

“I’m super excited about the robots Elon’s working on. It’s still a few years away. When it happens, there’s a whole new industry of technicians and people who have to manufacture the robots,” Huang explained in the podcast. 

“You’re going to have a whole apparel industry for robots. You’re going to have mechanics for robots. And you have people who come to maintain your robots.”



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