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Meta Forms ‘Superintelligence Group’ to Pursue Artificial General Intelligence — Campus Technology

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Meta Forms ‘Superintelligence Group’ to Pursue Artificial General Intelligence

Meta CEO Mark Zuckerberg is assembling a new team focused on achieving artificial general intelligence (AGI), amid internal dissatisfaction with the performance of its current AI offerings. The team, known internally as the superintelligence group, is part of a broader effort to enhance Meta’s AI capabilities.

Zuckerberg has held recruitment meetings with AI experts in recent weeks at his residences in Lake Tahoe and Palo Alto. According to people familiar with the matter, he plans to personally recruit about 50 engineers and researchers, including a new head of AI research. Workspaces at the company’s Menlo Park headquarters have been reorganized so that the team can sit close to Zuckerberg.

As part of the initiative, Meta is also preparing to invest billions in Scale AI, a company that provides training data and AI applications to enterprises and governments. The investment, first reported by Bloomberg News, would be Meta’s largest external funding to date. Scale AI would be valued at $28 billion, according to The Information.

Scale AI’s founder Alexandr Wang is expected to join Meta’s team once the deal closes. Based on the new valuation, Wang’s stake in Scale AI would exceed $5 billion, while co-founder Lucy Guo would also reach billionaire status. It remains unclear how the transaction would affect their ownership in the company. Meta and Scale AI declined to comment.

Zuckerberg’s renewed focus on AI follows internal criticism of Llama 4, Meta’s latest large language model. Released in April, the model did not meet expectations in usage or performance. Plans to launch a more advanced version, codenamed “Behemoth,” were subsequently postponed over concerns it lacked meaningful improvements over earlier iterations, according to the Wall Street Journal.

The setback prompted Zuckerberg to take a more active role in recruitment and strategy. It has been reported that he has started a WhatsApp group chat called “Recruiting Party” with senior Meta staff to identify candidates. He is personally contacting prospects and maintaining direct communication throughout the hiring process, according to reports.

The superintelligence team is expected to drive future improvements in Meta’s AI models and features, including personalization and voice tools. While the exact relationship between this unit and existing AI teams remains unclear, internal transfers are expected.

Meta has invested tens of billions of dollars in AI infrastructure, including capital for future data centers. Zuckerberg has told prospective hires that Meta has the financial resources to support multi-gigawatt data centers without needing external funding, citing the company’s advertising business as a stable source of cash flow.

Zuckerberg has reportedly hosted private discussions over meals with researchers and engineers, pitching Meta’s ability to fund long-term AI development independently of venture capital.

About the Author



John K. Waters is the editor in chief of a number of Converge360.com sites, with a focus on high-end development, AI and future tech. He’s been writing about cutting-edge technologies and culture of Silicon Valley for more than two decades, and he’s written more than a dozen books. He also co-scripted the documentary film Silicon Valley: A 100 Year Renaissance, which aired on PBS.  He can be reached at [email protected].







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AI’s Role in Education: Transforming How We Learn

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Artificial intelligence (AI) is no longer just a buzzword—it’s a powerful force reshaping classrooms, lesson plans, and the entire learning experience. As we move further into the digital age, AI’s role in education is expanding rapidly, offering new opportunities and challenges for both students and teachers. So, what can we expect next from this technological revolution? Here’s how AI is transforming how we learn, and what the future holds for education.

How AI Is Already Changing Education

1. Personalized Learning

AI-powered platforms can analyze a student’s strengths, weaknesses, and learning pace to deliver customized lessons and resources. This means students get the support they need, when they need it—whether they’re struggling with math or excelling in science.

Examples:

Adaptive learning apps that adjust difficulty based on performance

AI tutors that provide instant feedback and explanations

Personalized study plans and practice quizzes

2. Automated Grading and Assessment

AI can quickly grade multiple-choice tests, essays, and even coding assignments, saving teachers hours of work. This allows educators to focus more on teaching and less on paperwork.

Benefits:

Faster feedback for students

More consistent and objective grading

Early identification of learning gaps

3. Smart Content Creation

AI tools can generate practice questions, summaries, and even interactive simulations. Teachers can use these resources to supplement lessons and keep students engaged.

Examples:

AI-generated flashcards and quizzes

Virtual labs and simulations for science classes

Automated reading comprehension exercises

4. Language Translation and Accessibility

AI-powered translation and speech-to-text tools break down language barriers, making education more accessible to students from diverse backgrounds and those with disabilities.

Benefits:

Real-time translation for multilingual classrooms

Closed captioning for videos

Text-to-speech for visually impaired students

What’s Next for Students and Teachers?

1. More Immersive and Interactive Learning

AI will power virtual and augmented reality experiences, allowing students to explore historical sites, conduct science experiments, or practice languages in simulated environments—all from their classroom or home.

2. Lifelong and Self-Directed Learning

With AI-driven platforms, learning doesn’t stop at graduation. Students and professionals can access personalized courses, track their progress, and upskill at their own pace, making education a lifelong journey.

3. Smarter Classrooms and Administration

AI will help schools optimize schedules, manage resources, and even predict student needs. Smart sensors and analytics can monitor classroom engagement and suggest improvements.

4. Ethical and Privacy Considerations

As AI becomes more integrated, schools must address concerns about data privacy, algorithmic bias, and the ethical use of technology. Expect new policies and guidelines to protect students and teachers.

Frequently Asked Questions

Q: Will AI replace teachers?

A: No. AI is a tool to support, not replace, educators. Teachers provide the human connection, mentorship, and critical thinking skills that technology cannot replicate.

Q: How can students benefit most from AI in education?

A: By using AI tools for personalized learning, seeking instant feedback, and exploring new subjects at their own pace, students can take greater control of their education.

Q: What skills will be most important in an AI-powered classroom?

A: Critical thinking, creativity, digital literacy, and adaptability will be essential. Students should learn how to use AI responsibly and understand its limitations.

Q: Are there risks to using AI in education?

A: Yes. Potential risks include data privacy concerns, over-reliance on technology, and unequal access. Schools and policymakers must work to ensure AI is used ethically and equitably.

Tips for Students and Teachers

Embrace AI as a learning partner: Use AI tools to supplement, not replace, traditional study methods.

Stay curious and adaptable: Technology will keep evolving—be open to new ways of learning and teaching.

Prioritize digital literacy: Learn how AI works, its benefits, and its limitations.

Advocate for privacy and ethics: Ask questions about how your data is used and push for transparent, fair AI systems.

Conclusion

AI is transforming education in ways we could only imagine a decade ago. From personalized learning to smart classrooms, the future promises more engaging, efficient, and accessible education for all. By embracing AI thoughtfully and ethically, students and teachers can unlock new possibilities and prepare for a world where learning never stops.



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High school speech and debate allows students to find common ground

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This story about high school speech and debate was produced by The Hechinger Report, a nonprofit, independent news organization focused on inequality and innovation in education. Sign up for the Hechinger newsletter.

DES MOINES, Iowa — Macon Smith stood in front of a nearly empty classroom 1,000 miles from home. He asked his opponent and the two judges in the room if they were ready to start, then he set a six-minute timer and took a deep breath.

“When tyranny becomes law, rebellion becomes duty,” he began. 

In front of Macon, a 17-year-old high school junior, was a daunting task: to outline and defend the argument that violent revolution is a just response to political oppression.

In a few hours, Macon would stand in another classroom with new judges and a different opponent. He would break apart his entire argument and undo everything he had just said.

“An eye for an eye makes the whole world blind,” Macon started.

It doesn’t really matter what opinion Macon holds on violence or political oppression. In this moment in front of the judges, he believes what he’s saying. His job is to get the judges to believe with him.

Related: A lot goes on in classrooms from kindergarten to high school. Keep up with our free weekly newsletter on K-12 education.

Macon was one of more than 7,000 middle and high school students to compete in the National Speech and Debate Tournament this summer in Iowa, run by an organization that is celebrating a century in existence.

In that time, the National Speech and Debate Association has persevered through economic and social upheaval. It is entering its next era, one in which the very notion of engaging in informed and respectful debate seems impossible. The organizers of this event see the activity as even more important in a fracturing society.

“I don’t think there’s an activity in the world that develops empathy and listening skills like speech and debate,” said Scott Wunn, the organization’s president. “We’re continuing to create better citizens.” 

Macon Smith, a rising senior from Bob Jones Academy in South Carolina, competes in the third round of the Lincoln-Douglas Debate at the National Speech and Debate Tournament in Iowa this summer. Credit: Meenakshi Van Zee for The Hechinger Report

Though the tournament is held in different cities around the country, for the 100th anniversary, the organizers chose to host it in Des Moines, where the association’s headquarters is based.

Preparing for this competition was a year in the making for Macon, who will be a senior at Bob Jones Academy, a Christian school in Greenville, South Carolina, this fall. Students here compete in more than two dozen categories, such as Original Oratory, in which they write and recite their own 10-minute speeches, or Big Questions, where they attempt to argue broad, philosophical ideas. 

Macon’s specialty, the Lincoln-Douglas Debate, is modeled after a series of public, three-hour debates between Abraham Lincoln and Sen. Stephen Douglas in 1858. In this event, two students have just 40 minutes to set up their arguments, cross-examine each other and sway the judges.

“Even if I don’t personally believe it, I can still look at the facts and determine, OK, this is a good fact, or it’s true, and argue for that side,” Macon said.

Debaters often have to tackle topics that are difficult, controversial and timely: Students in 1927 debated whether there was a need for a federal Department of Education. In 1987, they argued about mandatory AIDS testing. In 2004, they debated whether the United States was losing the war on terror. This year, in the Public Forum division, students debated whether the benefits of presidential executive orders outweigh the harms. 

Related: Teaching social studies in a polarized world

While the speech and debate students practiced for their national event, adults running the country screamed over each other during a congressional hearing on state sanctuary policies. A senator was thrown to the floor and handcuffed during a press conference on sending the National Guard to immigration enforcement protests in Los Angeles. Most Americans feel political discourse is moving in the wrong direction — both conservatives and progressives say talking politics with someone they disagree with has become increasingly stressful and frustrating

Speech and debate club, though, is different.

“First of all, it gives a kid a place to speak out and have a voice,” said Gail Nicholas, who for 40 years has coached speech and debate at Bob Jones Academy alongside her husband, Chuck Nicholas, who is Macon’s coach. “But then also learn to talk to other people civilly, and I think that’s not what’s being modeled out there in the real world right now.” 

Macon Smith, a rising senior from Bob Jones Academy in South Carolina, shows off the notes that he took during debates at the National Speech and Debate Tournament in Iowa. Credit: Meenakshi Van Zee for The Hechinger Report

On the second day of the competition in a school cafeteria in West Des Moines, Macon was anxiously refreshing the webpage that would show the results of his rounds to learn whether he would advance to semifinals.  

For most of the school year, Macon spent two days a week practicing after school, researching and writing out his arguments. Like many competitors, he has found that it’s easy to make snap judgments when you don’t know much about an issue. Decisively defending that view, to yourself and to others, is much harder.  

“I tend to go in with an opinion and lose my opinion as the topic goes on,” said Daphne DiFrancesco, a rising senior from Cary Academy in Cary, North Carolina.

Traveling for regional events throughout the school year means Macon has become friends with students who don’t always share his conservative views. He knows this because in debate, discussing politics and religion is almost unavoidable.

“It doesn’t make me uncomfortable at all,” Macon said. “You don’t want to burn down a bridge before you make it with other people. If you stop your connection with a person right at their political beliefs, you’re already cutting off half of the country. That’s not a good way to conduct yourself.”

Macon, and other students in the clubs, said participating has made them think more deeply about their own beliefs. Last year, Macon debated a bill that would defund Immigration and Customs Enforcement, an agency he supports. After listening to other students, he developed a more nuanced view of the organization. 

“When you look at the principle of enforcing illegal immigration, that can still be upheld, but the agency that does so itself is flawed,” he said.

Related: ‘I can tell you don’t agree with me’:’ Colleges teach kids how to hear differing opinions

Henry Dieringer, a senior from L.C. Anderson High School in Austin, Texas, went into one competition thinking he would argue in favor of a bill that would provide work permits for immigrants, which he agrees with. Further research led him to oppose the idea of creating a federal database on immigrants.

“It made me think more about the way that public policy is so much more nuanced than what we believe,” Henry said. 

On the afternoon of the second day of the national tournament, Macon learned he didn’t advance to the next round. What’s sad, he said, is he probably won’t have to think this hard about the justness of violent revolution ever again. 

“There’s always next year,” Macon said.

Callista Martin, 16, a rising senior from Bainbridge High School in Washington state, also didn’t make the semifinals. Callista and Macon met online this year through speech and debate so they could scrimmage with someone they hadn’t practiced with before. It gave them the chance to debate someone with differing political views and argument styles.

Macon Smith, a rising senior from Bob Jones Academy in South Carolina, takes notes during a round of the Lincoln-Douglas Debate at the National Speech and Debate Tournament in Iowa. Credit: Meenakshi Van Zee for The Hechinger Report

“In the rounds, I’m an entirely different person. I’m pretty aggressive, my voice turns kind of mean,” Callista said. “But outside of the rounds, I always make sure to say hi to them before and after and say things I liked about their case, ask them about their school.”

Talking to her peers outside of rounds is perhaps the most important part of being in the club, Callista said. This summer, she will travel to meet with some of her closest friends, people she met at debate camps and tournaments in Washington.  

Since Callista fell in love with speech and debate as a freshman, she has devoted herself to keeping it alive at her school. No teacher has volunteered to be a coach for the debate club, so the 16-year-old is coaching both her classmates and herself.

A lack of coaches is a common problem. Just under 3,800 public and private high schools and middle schools were members of the National Speech and Debate Association at the end of this past school year, just a fraction of the tens of thousands of secondary schools in the country. The organization would like to double its membership in the next five years.

That would mean recruiting more teachers to lead clubs, but neither educators nor schools are lining up to take on the responsibility, said David Yastremski, an English teacher at Ridge High School in New Jersey who has coached teams for about 30 years.

It’s a major time commitment for teachers to dedicate their evenings and weekends to the events with little supplemental pay or recognition. Also, it may seem like a risk to some teachers at a time when states such as Virginia and Louisiana have banned teachers from talking about what some call “divisive concepts,” to oversee a school activity where engaging with controversial topics is the point.

“I primarily teach and coach in a space where kids can still have those conversations,” Yastremski said. “I fear that in other parts of the country, that’s not the case.” 

Related: A school district singled out by Trump says it teaches ‘whole truth history’ 

Dennis Philbert, a coach from Central High School in Newark, New Jersey, who had two students become finalists in the tournament’s Dramatic Interpretation category, said he fears for his profession because of the scrutiny educators are under. It takes the fun out of teaching, he said, but this club can reignite that passion.

“All of my assistant coaches are former members of my team,” Philbert said. “They love this activity [so much] that they came back to help younger students … to show that this is an activity that is needed.”

On the other side of Des Moines, Gagnado Diedhiou was competing in the Congressional Debate, a division of the tournament that mimics Congress and requires students to argue for or against bills modeled after current events. During one round, Gagnado spoke in favor of a bill to shift the country to use more nuclear energy, for a bill that would grant Puerto Rico statehood, and against legislation requiring hospitals to publicly post prices.

Gagnado Diedhiou, a senior from Eastside High School in South Carolina, competing in the first round of the Congressional Debate at the National Speech and Debate Tournament in Iowa in June. Credit: Meenakshi Van Zee for The Hechinger Report

Just like in Congress, boys outnumbered girls in this classroom. Gagnado was the only Black teenager and the only student wearing a hijab. The senior, who just graduated from Eastside High School in Greenville, South Carolina, is accustomed to being in rooms where nobody looks like her — it’s part of the reason she joined Equality in Forensics, a national student-led debate organization that provides free resources to schools and students across the country.

“It kind of makes you have to walk on eggshells a little bit. Especially because when you’re the only person in that room who looks like you, it makes you a lot more obvious to the judges,” said Gagnado, who won regional Student of the Year for speech and debate in her South Carolina district this year. “You stand out, and not always in a good way.”

Camille Fernandez, a rising junior at West Broward High School in Florida, said the competitions she has participated in have been dominated by male students. One opponent called her a vulgar and sexist slur after their round was over. Camille is a member of a student-led group — called Outreach Debate — trying to bridge inequities in the clubs. 

“A lot of people think that debate should stay the same way that it’s always been, where it’s kind of just — and this is my personal bias — a lot of white men winning,” Camille said. “A lot of people think that should be changed, me included.” 

Despite the challenges, Gagnado said her time in debate club has made her realize she could have an influence in the world.

“With my three-minute speech, I can convince a whole chamber, I can convince a judge to vote for this bill. I can advocate and make a difference with some legislation,” said Gagnado, who is bound for Yale. 

About 10,000 people attended the National Speech and Debate Tournament in Iowa this June during the organization’s centennial anniversary. Credit: Meenakshi Van Zee for The Hechinger Report

A day before the national tournament’s concluding ceremony, a 22-year-old attendee rushed the stage at the Iowa Event Center in Des Moines during the final round of the Humorous Interpretation speech competition, scaring everyone in the audience. After he bent down to open his backpack, 3,000 people in the auditorium fled for the exits. The man was later charged with possession of a controlled substance and disorderly conduct. For a brief moment, it seemed like the angry discourse and extreme politics from outside of the competition had become a part of it. 

In response, the speech and debate organization shifted the time of some events, limited entrances into the building and brought in metal detectors, police officers and counselors. Some students, Gagnado among them, chose not to return to the event. 

Still, thousands of attendees stayed until the end to celebrate the national champions. During the awards ceremony, where therapy dogs roamed the grounds, Angad Singh, a student from Bellarmine College Preparatory in California competing in Original Oratory, took the national prize for his speech on his Sikh identity and the phrase “thoughts and prayers” commonly repeated by American leaders after a tragedy, titled “Living on a Prayer.”

“I’ve prayed for change,” Singh told the audience. “Then I joined speech and debate to use my voice and fight for it.”

This story about high school speech and debate was produced by The Hechinger Report, a nonprofit, independent news organization focused on inequality and innovation in education. Sign up for the Hechinger newsletter.

The Hechinger Report provides in-depth, fact-based, unbiased reporting on education that is free to all readers. But that doesn’t mean it’s free to produce. Our work keeps educators and the public informed about pressing issues at schools and on campuses throughout the country. We tell the whole story, even when the details are inconvenient. Help us keep doing that.

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How AI Interviews Are Changing Job Hunting Forever

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The job search landscape is evolving at lightning speed, and nowhere is this more evident than in the rise of AI-powered interviews. In 2025, more companies are turning to artificial intelligence to screen, assess, and even interview candidates—often before a human ever gets involved. As someone who recently went through a fully automated, remote AI interview, I can say firsthand: the future of job hunting is here, and it’s changing everything.

What Are AI Interviews?

AI interviews use artificial intelligence to conduct, analyze, and score job interviews. Instead of speaking with a human recruiter, candidates interact with a computer program—often via video, chat, or even voice calls. The AI evaluates responses based on keywords, tone, facial expressions, and more, providing employers with data-driven insights into each applicant.

My Experience: The Fully Automated AI Interview

When I applied for a remote marketing position at a global tech company, I was invited to complete an “AI-powered video interview.” Here’s how it worked:

1. The Setup

I received a link to a secure interview portal. The instructions were clear: I’d be asked a series of questions, have 30 seconds to prepare each answer, and 2 minutes to respond. The entire process would be recorded and analyzed by the company’s AI system.

2. The Interview

The AI interviewer greeted me with a friendly, pre-recorded message. Then, questions appeared on the screen, such as:

“Describe a time you solved a difficult problem at work.”

“How do you handle tight deadlines?”

“What motivates you in a remote work environment?”

I recorded my answers, trying to maintain eye contact with the webcam and speak clearly. The AI tracked my facial expressions, voice tone, and even the speed of my responses.

3. The Analysis

After I finished, the AI instantly analyzed my performance. I received a summary report highlighting my communication skills, confidence, and emotional intelligence. The system also flagged areas for improvement, such as using more specific examples or varying my tone.

4. The Follow-Up

Within days, I received an email from a human recruiter, inviting me to a live video interview. The AI interview had served as the first screening step, saving time for both me and the company.

How AI Interviews Are Transforming Job Hunting

1. Faster, More Efficient Screening

AI interviews allow companies to screen hundreds of candidates quickly, without scheduling conflicts or time zone issues. This means faster feedback for job seekers and less waiting.

2. Reduced Human Bias

AI can help minimize unconscious bias by focusing on objective data rather than first impressions or personal preferences. However, it’s important to note that AI is only as unbiased as the data it’s trained on.

3. Consistency and Fairness

Every candidate gets the same questions, time limits, and evaluation criteria, making the process more consistent and transparent.

4. Remote and Accessible

AI interviews can be completed from anywhere, making job opportunities more accessible to people regardless of location or mobility.

Tips for Succeeding in an AI Interview

Practice with AI interview simulators (many are available online).

Speak clearly and confidently; avoid monotone delivery.

Maintain eye contact with the camera, as the AI may track engagement.

Use specific examples and structure your answers (e.g., STAR method: Situation, Task, Action, Result).

Check your tech setup—good lighting, a quiet space, and a stable internet connection are essential.

Frequently Asked Questions

Q: Are AI interviews replacing human recruiters?

A: Not entirely. AI interviews are usually the first step, helping to shortlist candidates. Human interviews still play a crucial role in the final hiring decision.

Q: Can AI interviews be biased?

A: While AI aims to reduce bias, it can inherit biases from the data it’s trained on. Companies are working to make AI systems more fair and transparent.

Q: What if I’m not comfortable on camera?

A: Practice helps! Many platforms offer practice questions. Focus on being yourself and answering clearly.

Q: How can I prepare for an AI interview?

A: Research common questions, practice your responses, and get comfortable with the technology.

Conclusion

AI interviews are revolutionizing the job search process, making it faster, more efficient, and potentially fairer. My experience with a fully automated, remote AI recruiter was both challenging and enlightening. While it felt strange at first to “talk” to a computer, I appreciated the instant feedback and the convenience of interviewing from home.

As AI technology continues to evolve, job seekers should embrace these changes, prepare accordingly, and view AI interviews as an opportunity to showcase their skills in a new way. The future of job hunting is here—are you ready to meet your next recruiter, even if it’s a robot?



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