Scientist, Enforcer, High-flyer: 3 Women Put a Mark on Tech

Frances Haugen. AP file photo
Frances Haugen. AP file photo
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Scientist, Enforcer, High-flyer: 3 Women Put a Mark on Tech

Frances Haugen. AP file photo
Frances Haugen. AP file photo

Three bright and driven women with ground-breaking ideas made significant — if very different — marks on the embattled tech industry in 2021, The Associated Press reported.

Frances Haugen, Lina Khan and Elizabeth Holmes — a data scientist turned whistleblower, a legal scholar turned antitrust enforcer and a former Silicon Valley high-flyer turned criminal defendant — all figured heavily in a technology world where men have long dominated the spotlight. Think Bill Gates, Steve Jobs, Mark Zuckerberg, Jeff Bezos, Elon Musk.

Haugen, a former product manager at Facebook, went public with internal documents to buttress accusations that the social network giant elevated profits over the safety of users. At 32, Khan is the youngest person ever to lead the Federal Trade Commission, an agency now poised to aggressively enforce antitrust law against the tech industry.

Holmes, once worth $4.5 billion on paper, is now awaiting a jury's verdict on fraud charges that she misled investors and patients about the accuracy of a blood-testing technology developed at her startup Theranos. Her story has become a Silicon Valley morality tale — a founder who flew too high, too fast — despite the fact that male tech executives have been accused of similar actions or worse without facing charges.
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Haugen joined Facebook out of a desire to help it address misinformation and other threats to democracy. But her frustration grew as she learned of online misinformation that stoked violence and abuse — and which Facebook wasn't addressing effectively.

So in the fall of 2021 the 37-year-old Haugen went public with a trove of Facebook documents that catalogued how her former employer was failing to protect young users from body-image issues and amplifying online hate and extremism. Her work also laid bare the algorithms Big Tech uses to tailor content that will keep users hooked on its services.

“Frances Haugen has transformed the conversation about technology reform,” Roger McNamee, an early investor in Facebook who became one of its leading critics, wrote in Time magazine.

Facebook the company, which has since renamed itself Meta Platforms, has disputed Haugen’s assertions, although it hasn’t pointed to any factual errors in her public statements. The company instead emphasizes the vast sums it says it has invested in safety since 2016 and data showing the progress it's made against hate speech, incitement to political violence and other social ills.

Haugen was well positioned to unleash her bombshell. As a graduate business student at Harvard, she helped create an online dating platform that eventually turned into the dating app Hinge. At Google, she helped make thousands of books accessible on mobile phones and to create a fledgling social network. Haugen’s creative restlessness flipped her through several jobs over 15 years at Google, Yelp and Pinterest and of course Facebook, which recruited her in 2018.

Haugen’s revelations energized global lawmakers seeking to rein in Big Tech, although there's been little concrete action in the US. Facebook rushed to change the subject by rolling out its new corporate name and playing up its commitment to developing an immersive technology platform known as the “metaverse.”

Haugen moved this year to Puerto Rico, where she says she can enjoy anonymity that would elude her in northern California. “I don’t like being the center of attention,” she told a packed arena at a November conference in Europe.
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A similar dynamic prevailed for Khan, an academic outsider with big new ideas and a far-reaching agenda that ruffled institutional and business feathers. President Joe Biden stunned official Washington in June when he installed Khan, an energetic critic of Big Tech then teaching law, as head of the Federal Trade Commission. That signaled a tough government stance toward giants Meta, Google, Amazon and Apple.

Khan is the youngest chair in the 106-year history of the FTC, which polices competition, consumer protection and digital privacy. She was an unorthodox choice, with no administrative experience or knowledge of the agency other than a brief 2018 stint as legal adviser to one of the five commissioners.

But she brought intellectual heft that packed a political punch. Khan shook up the antitrust world in 2017 with her scholarly work as a Yale law student, “Amazon’s Antitrust Paradox,” which helped shape a new way of looking at antitrust law.
For decades, antitrust work has defined anticompetitive action as market dominance that drives up prices, a concept that doesn't apply to many “free” technology services. Khan instead pushed to examine the broader effects of corporate concentration on industries, employees and communities. That school of thought — dubbed “hipster antitrust” by its detractors — appears to have had a significant influence on Biden.

Khan was born in London; her family moved to the New York City area when she was 11. After graduating from college, she spent three years as a policy analyst at the liberal-leaning think tank New America Foundation before leaving for Yale.
Under Khan’s six-month tenure, the FTC has sharpened its antitrust attack against Facebook in federal court and pursued a competition investigation into Amazon. The agency sued to block graphics chip maker Nvidia’s $40 billion purchase of chip designer Arm, saying a combined company could stifle the growth of new technologies.

In Khan's aggressive investigations and enforcement agenda, key priorities include racial bias in algorithms and market-power abuses by dominant tech companies. Internally, some employees have chafed at administrative changes that expanded Khan’s authority over policymaking, and one Republican commissioner has assailed Khan in public.

“She’s shaken things up,” said Robin Gaster, a visiting scholar at George Washington University who focuses on economics, politics and technology. “She is going to be a field test for whether an aggressive FTC can expand the envelope for antitrust enforcement.”

The US Chamber of Commerce, the leading business lobby, has publicly threatened court fights, asserting that Khan and the FTC are waging war on American businesses.
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Holmes founded Theranos when she was 19, dropping out of Stanford to pursue a bold, humanitarian idea. Possessed of seemingly boundless networking chutzpah, Holmes touted Theranos blood-testing technology as a breakthrough that could scan for hundreds of medical conditions using just a few drops of blood.

By 2015, 11 years after leaving Stanford, Holmes had raised hundreds of millions of dollars for her company, pushing its market value to $9 billion. Half of that belonged to Holmes, earning her the moniker of the world’s youngest self-made female billionaire at 30.

Just three years later, though, Theranos collapsed in scandal. After a three-and-a-half-month federal trial, a jury now is weighing criminal fraud and conspiracy charges against Holmes for allegedly duping investors and patients by concealing the fact that the blood-testing technology was prone to wild errors. If convicted, Holmes, now 37, faces up to 20 years in prison.

When young, Holmes was a competitive prodigy who openly aspired to make a vast fortune. She started studying Mandarin Chinese with a tutor around age 9, and talked her way into summer classes in the language at Stanford after her sophomore year in high school.

In her sophomore college year, she took the remainder of her tuition money as a stake and dropped out to run her company.

As Theranos ascended, some saw Holmes as the next Steve Jobs. Theranos ultimately raised more than $900 million from investors including media baron Rupert Murdoch and Walmart’s Walton family.

The company’s fairy-tale success started to unravel in 2016, when a series of Wall Street Journal articles and a federal regulatory audit uncovered a pattern of grossly inaccurate blood results in tests run on Theranos devices.

The Holmes trial has exposed Silicon Valley’s “fake it ‘til you make it” culture in painful detail. Tech entrepreneurs often overpromise and exaggerate, so prosecutors faced the challenge of proving that Holmes’ boosterism crossed the line into fraud.



Nvidia Heads for $400 Billion Two-Day Wipeout as CEO Affair Fallout Deepens

The Nvidia logo outside Nvidia's Shanghai office building in Shanghai, China, November 10, 2026. (Reuters)
The Nvidia logo outside Nvidia's Shanghai office building in Shanghai, China, November 10, 2026. (Reuters)
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Nvidia Heads for $400 Billion Two-Day Wipeout as CEO Affair Fallout Deepens

The Nvidia logo outside Nvidia's Shanghai office building in Shanghai, China, November 10, 2026. (Reuters)
The Nvidia logo outside Nvidia's Shanghai office building in Shanghai, China, November 10, 2026. (Reuters)

Nvidia shares extended losses on Tuesday, putting the chip giant on track to shed about $400 billion in market value over two sessions as concerns mounted over the fallout from CEO Jensen Huang's affair with a Chinese businesswoman alleged to be a spy for Beijing.

The CEO's relationship with Alice Huang helped facilitate shipments of at least $7.5 billion worth of Nvidia chips to Chinese firms, The Information reported on Tuesday, citing two people who know her. Alice Huang and Jensen Huang are not related.

The allegations have intensified scrutiny of Nvidia's governance, export-control compliance and reliance on Huang's leadership, adding to investor unease over whether massive spending on artificial intelligence infrastructure ‌will deliver adequate ‌returns.

Nvidia shares fell more than 5% after losing 4.3% ‌on ⁠Monday, when the company ⁠shed $192.08 billion in market value. Tuesday’s decline put another roughly $221 billion at risk if losses hold.

"The investment debate is whether this remains company-specific or triggers restrictions and disruption across AI infrastructure," Bank of America analysts wrote in a note. "We would not equate allegations with proven business damage."

Nvidia's board launched an internal investigation on Sunday, while the FBI is examining whether the 63-year-old Huang was targeted by a ⁠foreign intelligence operation. Huang has told employees he was unfaithful ‌to his wife but provided no ‌details about the relationship.

Alice Huang, also known as Huang Le, along with her husband and sister, ‌built a network of companies across China and Singapore to acquire Nvidia ‌chips, The Information reported.

At the center of the network was Shanghai Century Litong, a China-based company that secured preferred cloud partner status with Nvidia in 2023, giving it priority access to the company's chips, the report said.

When orders for Nvidia chips subject to ‌US export restrictions stalled, Alice Huang used ties to Nvidia and its distributors to secure supplies, helping move about 240,000 H100, ⁠H200 and some ⁠A100 chips into China, according to the report.

Century Litong rented computing capacity and operated data centers using Nvidia chips, including some barred from sale to China. Some of the chips ultimately served Alibaba, Tencent and smaller Chinese AI labs, The Information reported.

Alice Huang also held an executive position at Singapore-registered Megaspeed, which was linked to Century Litong and has been investigated by US authorities over Nvidia chip shipments from Southeast Asia to China, the report said.

The Information reported that Alice Huang leveraged her relationship with Jensen Huang to bolster her credibility while keeping her role vague and avoiding a paper trail.

Nvidia did not immediately respond to a Reuters request for comment. Alibaba, Tencent, Megaspeed and Shanghai Century Litong were not immediately available for comment outside regular business hours. Reuters could not independently verify the report.


Quantum Could Solve AI Energy Drain, Says Tech Founder

Founder of Australian startup company Diraq, Andrew Dzurak, is reflected in a panel housing a cooling system for a quantum chip and computer, as he poses for a photograph at a data center located in Sydney on November 9, 2026. (AFP)
Founder of Australian startup company Diraq, Andrew Dzurak, is reflected in a panel housing a cooling system for a quantum chip and computer, as he poses for a photograph at a data center located in Sydney on November 9, 2026. (AFP)
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Quantum Could Solve AI Energy Drain, Says Tech Founder

Founder of Australian startup company Diraq, Andrew Dzurak, is reflected in a panel housing a cooling system for a quantum chip and computer, as he poses for a photograph at a data center located in Sydney on November 9, 2026. (AFP)
Founder of Australian startup company Diraq, Andrew Dzurak, is reflected in a panel housing a cooling system for a quantum chip and computer, as he poses for a photograph at a data center located in Sydney on November 9, 2026. (AFP)

Quantum computers could curb the vast energy demands of artificial intelligence data centers with their ability to run complex calculations, one of the tech's pioneers told AFP.

Australian startup Diraq is conducting the first field test worldwide putting a small quantum computer based on a silicon chip in a commercial data center in Sydney.

Gigawatt-scale energy demand from large data centers -- warehouse-like buildings full of servers used to train or run AI tools -- requires new power plants or increases pressure on electrical grids, sparking community backlash.

But, according to Diraq founder Andrew Dzurak, quantum computing is making the leap out of university labs and will be ready to lift the burden in data centers within five years.

"One of the reasons the next generations of AI are looking to consume so much power is that a whole class of the problems they are solving are problems that really are much better suited to quantum calculations," he told AFP.

Quantum computers harness the power of quantum mechanics -- laws that govern how physics operates at atomic and sub-atomic scales -- to process information in ways traditional computers cannot.

They usually require extremely cold cryogenic temperatures.

But Diraq's model, a self-contained system, draws less than 20 kilowatts of power as it runs alongside a computer humming at room temperature in the data center.

Potential uses beyond powering AI include rapidly and energy-efficiently calculating the "behavior of molecules that could be used in pharmaceuticals, or much lighter batteries or the chemical industry", Dzurak said.

Using quantum for drug trials could boost success by 10 percent and reduce the cost of bringing a new medicine to market by a third, if it runs for under $100 million per year, the company estimates.

"It will only happen if we can build quantum computers that are cost-effective," Dzurak said.

- Australia's Silicon Valley -

Diraq is among six global companies at the third stage of the US Defense Advanced Research Projects Agency (DARPA) quantum benchmarking initiative -- which will test if any quantum computer can solve real problems at a cost that delivers value by 2033.

Another Australian startup, PsiQuantum, is also on the DARPA list and backed by a Au$1 billion Australian government investment to build a different model of quantum computer in Queensland state. Construction started in June.

The country is experiencing a Silicon Valley moment in quantum, said Dzurak.

Australian physicist Michelle Simmons' startup Silicon Quantum Computing was named by Time magazine as having one of the best inventions of 2026, a quantum-enhanced AI chip.

Australia has been a global leader in quantum science for decades, partly because of investment in startups emerging from universities, said President of the Australian Academy of Technological Sciences and Engineering Cathy Foley.

"Australia has more than 50 quantum-related businesses operating here," she told AFP.

But "commercialization is certainly one of our biggest challenges", she said.

"Australia is very good at making discoveries, but turning them into successful businesses requires much more than great science."

The Australian government has made quantum a priority through its AUKUS defense technology partnership with Britain and the United States, Foley said.

AUKUS has reduced the security barriers for sharing quantum technology between the countries, which has been "essential" for Diraq to work across Australia and its offices in the larger US market, said Dzurak.

Diraq's computer installed in Equinix's Sydney data center has eight quantum bits, or qubits, on a silicon chip. This will be gradually upgraded to 150,000 qubits by 2029.

Qubits, the basic unit of information, can store more data and make more advanced calculations faster than classical computers, using quantum mechanics principles.

Diraq plans to have a system with two million qubits on a silicon chip that reaches DARPA's definition by 2031, two years ahead of the deadline.

"We will have an energy usage of a couple of hundred kilowatts," he said.


Australia to Mandate AI Breach Reporting, Create Regulator After OpenAI Breach

Australian Prime Minister Anthony Albanese speaks about artificial intelligence during a press conference at Parliament House in Canberra, Tuesday, Nov. 10, 2026. (AP)
Australian Prime Minister Anthony Albanese speaks about artificial intelligence during a press conference at Parliament House in Canberra, Tuesday, Nov. 10, 2026. (AP)
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Australia to Mandate AI Breach Reporting, Create Regulator After OpenAI Breach

Australian Prime Minister Anthony Albanese speaks about artificial intelligence during a press conference at Parliament House in Canberra, Tuesday, Nov. 10, 2026. (AP)
Australian Prime Minister Anthony Albanese speaks about artificial intelligence during a press conference at Parliament House in Canberra, Tuesday, Nov. 10, 2026. (AP)

Australia will require artificial intelligence companies to report breaches and consider changes to criminal law to address "serious misconduct", Prime Minister Anthony Albanese said on Tuesday, after an OpenAI agent broke into a government website.

The OpenAI agent gained unauthorized access to the medical statistics portal of Medicare, Australia's universal health insurance program, while conducting research on public medical spending, ‌the government said ‌in September. The breach triggered a rapid ‌government ⁠review into the ⁠incident.

Albanese said his government had accepted all recommendations of the review.

"(The recommendations) include mandatory AI company reporting when it comes to misaligned behavior or cyber incidents, and consideration of reforming criminal law in cases of serious misconduct," Albanese told reporters.

"The law needs to get ahead of, and in some cases, make sure that it ⁠catches up with what is a very ‌fast-changing world."

OpenAI has said it learned ‌of the breach only in August and that the incident was ‌unintentional. Its review found no evidence that patient records were accessed ‌by the agent.

The breach has added to friction between Australia and US technology companies, after Canberra refused ChatGPT maker OpenAI and rival Anthropic exemptions from copyright laws for model training, instead requiring them to negotiate ‌licensing agreements with Australian rights holders.

However, both companies told Australian parliament last month that they would ⁠welcome laws ⁠requiring them to report data breaches carried out by their AI agents, acknowledging the decision to notify was currently at their discretion.

Albanese said his center-left Labor government would set up an AI regulator to oversee security controls throughout the development and deployment of AI systems, identify serious risks and conduct independent evaluations of AI models.

"The AI safety regulator will be able to enforce significant penalties for AI companies doing the wrong thing," he said.

The mandatory AI safety and security protections will form part of the government's proposed AI legislation, Albanese said, which it plans to introduce in Parliament next year.