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.



AI No Better Than Other Methods for Patients Seeking Medical Advice, Study Shows

AI (Artificial Intelligence) letters and a robot hand are placed on a computer motherboard in this illustration created on June 23, 2023. (Reuters)
AI (Artificial Intelligence) letters and a robot hand are placed on a computer motherboard in this illustration created on June 23, 2023. (Reuters)
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AI No Better Than Other Methods for Patients Seeking Medical Advice, Study Shows

AI (Artificial Intelligence) letters and a robot hand are placed on a computer motherboard in this illustration created on June 23, 2023. (Reuters)
AI (Artificial Intelligence) letters and a robot hand are placed on a computer motherboard in this illustration created on June 23, 2023. (Reuters)

Asking AI about medical symptoms does not help patients make better decisions about their health than other methods, such as a standard internet search, according to a new study published in Nature Medicine.

The authors said the study was important as people were increasingly turning to AI and chatbots for advice on their health, but without evidence that this was necessarily the best and safest approach.

Researchers led by the University of Oxford’s Internet Institute worked alongside a group of doctors to draw up 10 different medical scenarios, ranging from a common cold to a life-threatening hemorrhage causing bleeding on the brain.

When tested without human participants, three large-language models – Open AI's Chat GPT-4o, ‌Meta's Llama ‌3 and Cohere's Command R+ – identified the conditions in ‌94.9% ⁠of cases, ‌and chose the correct course of action, like calling an ambulance or going to the doctor, in an average of 56.3% of cases. The companies did not respond to requests for comment.

'HUGE GAP' BETWEEN AI'S POTENTIAL AND ACTUAL PERFORMANCE

The researchers then recruited 1,298 participants in Britain to either use AI, or their usual resources like an internet search, or their experience, or the National Health Service website to ⁠investigate the symptoms and decide their next step.

When the participants did this, relevant conditions were identified in ‌less than 34.5% of cases, and the right ‍course of action was given in ‍less than 44.2%, no better than the control group using more traditional ‍tools.

Adam Mahdi, co-author of the paper and associate professor at Oxford, said the study showed the “huge gap” between the potential of AI and the pitfalls when it was used by people.

“The knowledge may be in those bots; however, this knowledge doesn’t always translate when interacting with humans,” he said, meaning that more work was needed to identify why this was happening.

HUMANS OFTEN GIVING INCOMPLETE INFORMATION

The ⁠team studied around 30 of the interactions in detail, and concluded that often humans were providing incomplete or wrong information, but the LLMs were also sometimes generating misleading or incorrect responses.

For example, one patient reporting the symptoms of a subarachnoid hemorrhage – a life-threatening condition causing bleeding on the brain – was correctly told by AI to go to hospital after describing a stiff neck, light sensitivity and the "worst headache ever". The other described the same symptoms but a "terrible" headache, and was told to lie down in a darkened room.

The team now plans a similar study in different countries and languages, and over time, to test if that impacts AI’s performance.

The ‌study was supported by the data company Prolific, the German non-profit Dieter Schwarz Stiftung, and the UK and US governments.


Meta Criticizes EU Antitrust Move Against WhatsApp Block on AI Rivals

(FILES) This illustration photograph taken on December 1, 2025, shows the logo of WhatsApp displayed on a smartphone's screen, in Frankfurt am Main, western Germany. (Photo by Kirill KUDRYAVTSEV / AFP)
(FILES) This illustration photograph taken on December 1, 2025, shows the logo of WhatsApp displayed on a smartphone's screen, in Frankfurt am Main, western Germany. (Photo by Kirill KUDRYAVTSEV / AFP)
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Meta Criticizes EU Antitrust Move Against WhatsApp Block on AI Rivals

(FILES) This illustration photograph taken on December 1, 2025, shows the logo of WhatsApp displayed on a smartphone's screen, in Frankfurt am Main, western Germany. (Photo by Kirill KUDRYAVTSEV / AFP)
(FILES) This illustration photograph taken on December 1, 2025, shows the logo of WhatsApp displayed on a smartphone's screen, in Frankfurt am Main, western Germany. (Photo by Kirill KUDRYAVTSEV / AFP)

Meta Platforms on Monday criticized EU regulators after they charged the US tech giant with breaching antitrust rules and threaten to halt its block on ⁠AI rivals on its messaging service WhatsApp.

"The facts are that there is no reason for ⁠the EU to intervene in the WhatsApp Business API. There are many AI options and people can use them from app stores, operating systems, devices, websites, and ⁠industry partnerships," a Meta spokesperson said in an email.

"The Commission's logic incorrectly assumes the WhatsApp Business API is a key distribution channel for these chatbots."


Chinese Robot Makers Ready for Lunar New Year Entertainment Spotlight

A folk performer breathes fire during a performance ahead of Lunar New Year celebrations in a village in Huai'an, in China's eastern Jiangsu Province on February 7, 2026. (AFP)
A folk performer breathes fire during a performance ahead of Lunar New Year celebrations in a village in Huai'an, in China's eastern Jiangsu Province on February 7, 2026. (AFP)
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Chinese Robot Makers Ready for Lunar New Year Entertainment Spotlight

A folk performer breathes fire during a performance ahead of Lunar New Year celebrations in a village in Huai'an, in China's eastern Jiangsu Province on February 7, 2026. (AFP)
A folk performer breathes fire during a performance ahead of Lunar New Year celebrations in a village in Huai'an, in China's eastern Jiangsu Province on February 7, 2026. (AFP)

In China, humanoid robots are serving as Lunar New Year entertainment, with their manufacturers pitching their song-and-dance skills to the general public as well as potential customers, investors and government officials.

On Sunday, Shanghai-based robotics start-up Agibot live-streamed an almost hour-long variety show featuring its robots dancing, performing acrobatics and magic, lip-syncing ballads and performing in comedy sketches. Other Agibot humanoid robots waved from an audience section.

An estimated 1.4 million people watched on the Chinese streaming platform Douyin. Agibot, which called the promotional stunt "the world's first robot-powered gala," did not have an immediate estimate for total viewership.

The ‌show ran a ‌week ahead of China's annual Spring Festival gala ‌to ⁠be aired ‌by state television, an event that has become an important - if unlikely - venue for Chinese robot makers to show off their success.

A squad of 16 full-size humanoids from Unitree joined human dancers in performing at China Central Television's 2025 gala, drawing stunned accolades from millions of viewers.

Less than three weeks later, Unitree's founder was invited to a high-profile symposium chaired by Chinese President Xi Jinping. The Hangzhou-based robotics ⁠firm has since been preparing for a potential initial public offering.

This year's CCTV gala will include ‌participation by four humanoid robot startups, Unitree, Galbot, Noetix ‍and MagicLab, the companies and broadcaster ‍have said.

Agibot's gala employed over 200 robots. It was streamed on social ‍media platforms RedNote, Sina Weibo, TikTok and its Chinese version Douyin. Chinese-language television networks HTTV and iCiTi TV also broadcast the performance.

"When robots begin to understand Lunar New Year and begin to have a sense of humor, the human-computer interaction may come faster than we think," Ma Hongyun, a photographer and writer with 4.8 million followers on Weibo, said in a post.

Agibot, which says ⁠its humanoid robots are designed for a range of applications, including in education, entertainment and factories, plans to launch an initial public offering in Hong Kong, Reuters has reported.

State-run Securities Times said Agibot had opted out of the CCTV gala in order to focus spending on research and development. The company did not respond to a request for comment.

The company demonstrated two of its robots to Xi during a visit in April last year.

US billionaire Elon Musk, who has pivoted automaker Tesla toward a focus on artificial intelligence and the Optimus humanoid robot, has said the only competitive threat he faces in robotics is from Chinese firms.