惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

A
About on SuperTechFans
C
Cybersecurity and Infrastructure Security Agency CISA
N
News and Events Feed by Topic
C
Cisco Blogs
Cisco Talos Blog
Cisco Talos Blog
A
Arctic Wolf
Scott Helme
Scott Helme
P
Palo Alto Networks Blog
S
Schneier on Security
D
Darknet – Hacking Tools, Hacker News & Cyber Security
T
Tor Project blog
量子位
G
Google Developers Blog
H
Hackread – Cybersecurity News, Data Breaches, AI and More
B
Blog RSS Feed
NISL@THU
NISL@THU
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
AWS News Blog
AWS News Blog
爱范儿
爱范儿
Last Week in AI
Last Week in AI
Y
Y Combinator Blog
L
LINUX DO - 最新话题
Security Archives - TechRepublic
Security Archives - TechRepublic
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
S
Secure Thoughts
Cloudbric
Cloudbric
aimingoo的专栏
aimingoo的专栏
L
Lohrmann on Cybersecurity
TaoSecurity Blog
TaoSecurity Blog
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Hacker News: Ask HN
Hacker News: Ask HN
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
The GitHub Blog
The GitHub Blog
有赞技术团队
有赞技术团队
S
Security @ Cisco Blogs
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
C
Cyber Attacks, Cyber Crime and Cyber Security
G
GRAHAM CLULEY
P
Proofpoint News Feed
V
V2EX
Martin Fowler
Martin Fowler
C
CERT Recently Published Vulnerability Notes
Attack and Defense Labs
Attack and Defense Labs
C
CXSECURITY Database RSS Feed - CXSecurity.com
The Cloudflare Blog
SecWiki News
SecWiki News
罗磊的独立博客
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
小众软件
小众软件
The Last Watchdog
The Last Watchdog

The Atlantic

A White House Makeover, Brought to You by Struggling National Parks Darwin’s Story Isn’t as Simple as It Seems The White House Is the New Green Zone Spencer Pratt’s Reality-TV Playbook The Trump Administration Wants to Frighten Would-Be Whistleblowers How Spain Avoided the Global Populist Backlash The Plight of the Radical’s Children Use It or Lose It Is Socialism the Answer to D.C.’s Woes? Memories of Green Trump’s 250th Celebration Is a Fiasco Los Angeles Voters Have No Good Option Have People Over! The Scariest Monster on Broadway Seven Books You’ll Never Outgrow The Arc of the Voting Rights Act The Hardest Things to Say to One Another Trump’s Approach to Global Leadership The Social Sciences Are in Trouble Pope Leo Is Challenging Much More Than Big Tech How to Make the End of World War II Feel Like a Surprise America Has a Pangram Problem A Crisis of Agency Trump Hasn’t Left Much Kennedy Center to Stay Open The War Trump Can’t End The Apple Car Is Finally Here Democrats Can Do Better Than Graham Platner Why Everyone Hates AI Data Centers Is That Song Stuck in Your Head Actually AI? The Books Briefing: A Book I Wish I’d Read at 22 Photos of the Week: Memorial Day, Spelling Bee, Cheese Rolling ‘The Testaments’: Don’t Follow This Tradwife Curriculum When the President Takes a Cut Trump Lame Duck Status May Have Already Arrived The Trump DOJ Takes a Newly Brazen Step A ‘Promising Democracy’ That Can’t Stop Fighting Itself The U.S. Is Proving the Case for the WHO Words of War Why Aren’t Oil Prices Even Higher? The King of Queens That’s No Way to Run a Railroad History Repeats in Cuba ‘Has He Been Drugged?’ How ‘Hacks’ Redefined Greatness The Lag Between an Iran Deal and Lower Oil Prices ‘We Have Not Seen Ugly Yet’ A Frustrated President Can’t Get the Deal Done America Is Missing Out on the Ultimate Mosquito Weapon The Last of the Jazz Titans Has Trump Corrupted the Military? Images From Yellowstone: America’s First National Park John Cornyn Lost With His Boots Off The Pope’s Defense of Human Imperfection The Allure of the Anti-Screen-Time Toy The Largest Undocumented Disparity in Maternal Health How The Pope's AI Encyclical Defends Humanism Why Iran’s Leaders Think They’ve Won Seven Books to Read Before You Turn 22 The Gas-Tax Reckoning The ‘Backrooms’ Director Found Hell in Empty Hallways Atlantic Trivia, May 27, 2026: Portmanteaus Does Donald Trump Know Men Are Also Allowed to Leave His Cabinet? The Iran Deal Is in the Hands of a Terrible Negotiator The Advice I Hope You’ll Never Need Welcome to the Injection Age The Phrase I Texted My Kids 133 Times Where Are America’s Ambassadors? The Great Depopulation The Antitrust Theory of Everything The Sporting Event Where Everyone Is Doping The Burden They Carry The Magician of the Kremlin I Now Believe Our National Debt Is a Problem Trump’s War Is Staggering to an Incoherent Defeat Why Trump Lost How to Break Cuba The Republican Psychedelics Whisperer The Kardashian-Industrial Complex Americans Refuse To Be Happy A Perfect Show That Doesn’t Make Sense The Unfilmable Author Everyone Should Read This Summer AI-Writing Scandals Are Getting Very Confusing Hegseth’s Leadership of the U.S. Military Putin Can No Longer Hide His Catastrophe The Meanest Tradition in Entertainment Don’t Put Too Much Pressure on Your Summer Vacation Ode to Miller Lite The Real Lesson of Elon Musk’s Outrage at Christopher Nolan There’s Never Been a Better Time to Study Computer Science Barney Frank Was Like No One Else College Should Be Way More Fun Why College Students Are Booing AI Why Would Europeans Believe Trump Now? Some Lawmakers Want a Gerrymandering Truce The Sudden Chumminess of Hunter Biden and Candace Owens Tulsi Gabbard Takes the Exit Ramp The Ahmadinejad Option How Trump’s Culture War Derailed the Women’s History Museum <em>The Sheep Detectives</em> Is More Than Just Fluff The Surprising Lesson of the <em>Granta</em> Controversy
AI Can’t Fix the Student-Motivation Problem
Jenny Anderson · 2026-06-25 · via The Atlantic

In a 2023 TED Talk watched by millions of people, the American educator and entrepreneur Sal Khan declared that AI was about to deliver “probably the biggest positive transformation that education has ever seen.” The founder and CEO of Khan Academy was touting the company’s new educational chatbot, Khanmigo, claiming it promised to be an “amazing personal tutor” to “every student on the planet.” By 2024, OpenAI CEO Sam Altman was chiming in that AI was on the verge of delivering, for students, “virtual tutors who can provide personalized instruction in any subject, in any language, and at whatever pace they need.”

But by this spring, Khan had admitted that the release of Khanmigo was “a non-event” for many kids. Although access exploded, from reaching 40,000 students in 2023 to nearly 1 million this year, actual uptake—whether students use it—has stagnated.

A tool designed to respond to questions and ask follow-ups can’t help a student who doesn’t engage or know what to ask. Khanmigo, like so many other ed-tech tools, has floundered because it hasn’t solved the challenge at the center of education: How do you motivate students to experience the discomfort of learning something new? An AI tutor may be able to deliver math problems that are perfectly calibrated to a student’s level. But it can’t make the student actually do the problems.

“Learning is hard work,” Kristen DiCerbo, Khan Academy’s chief learning officer, told us. “It’s cognitively effortful and not experienced as fun. How do we get kids to want to do that?” AI is a powerful tool, she added, but it can’t be expected “to bridge that motivation gap.” Although AI tutors have sometimes proven valuable in low-resource schools in developing countries, a recent Stanford review of all of the available research into the use of AI in K–12 schools found that educational benefits for students generally were limited.

Only about one in three students is highly engaged in school, according to U.S. census data—a share that has remained stable over the past decade. These students, who also tend to come from wealthier homes with two educated parents, may well be motivated to seek extra guidance from a bot. But a motivated minority will not produce a revolution.

Even among the driven few, only a fraction of kids use ed-tech tools such as Khanmigo enough to see any gains. Laurence Holt, the author of The Science of Tutoring, calls this the 5 percent problem: About 5 percent of students use education technology as intended, thus reaping the learning benefits. That means that instead of democratizing access to affordable tutors, these tools could very well widen inequality by supercharging students who are already motivated to get ahead.

Personalized 24-hour systems and adaptive algorithms held such promise, but apparently no amount of animation or gamification will convince a student to care about learning if they don’t already. Khan has lately hedged any talk of a digital transformation. “I think our biggest lever is really investing in the human systems,” he said in a Chalkbeat interview in April.

Essentially, these ed-tech experiments have driven home what educators have long intuited: Learning is a largely social and relational enterprise, and bots have yet to replicate the value of a human touch. Teachers are still our best source of motivation for students, not only because strong ones know how to push kids to learn new things, but also because education works best when it happens in a group.

Ron Ferguson, the director of Harvard’s Achievement Gap Initiative, has found that successful teachers motivate students by pressing them “to think rigorously and persist in the face of difficulty,” creating moments of fruitful collaboration along the way. Students have a deeper understanding of thorny concepts when they discuss and debate them together, and they feel inspired to care more about mastering quadratic equations when they see their peers are trying to do the same.

This is not surprising. People who hate exercise are more likely to push themselves and hold themselves accountable in group fitness classes than they are on their own. The problem is that too many teachers are failing to motivate students, and the peer effect can go both ways, depressing student achievement in places where ambition isn’t valued. Many students come to class with different backgrounds, interests, and learning needs, and are greeted with a curriculum that can feel rigid, boring, and far removed from the world around them. Strong teachers who adeptly exploit group dynamics may be essential to academic excellence, but this approach is woefully hard to scale.

The solution is not to presume that more easily scalable digital tools will magically solve these problems, but to improve the performance of teachers in the classroom. This starts with the hiring process. In public high schools, where student disengagement is highest, teachers are typically selected on the basis of which degrees and credentials they’ve earned, and of how familiar they are with the subject matter. But many of these teachers come from graduate programs that prioritize theory over practice, and knowing various pedagogical approaches does not necessarily translate into teaching well. Navigating the fog of a student’s confusion is a powerful skill that most educators need help developing. Most good teachers aren’t born but made, with plenty of coaching and feedback.

Ferguson led a study in which researchers surveyed hundreds of thousands of sixth to ninth graders in classrooms across the country about what made their teachers effective. He found that the teachers who inspired students to work hard and aspire to go to college shared a number of key qualities. They were caring, with a knack for making students feel like their success genuinely mattered to them, and they were captivating, capable of sparking and sustaining the interest of students, even those who arrived in class apathetic and incurious.

These qualities needn’t be innate. Studies by Roland Fryer Jr. of Harvard University show that the observations and notes of more experienced peers and mentors can help teachers improve in the classroom. Teachers can learn to create a sense of community in their classroom, call on students regardless of whose hand is raised, and hold everyone to realistically high standards.

“We are social beings,” Mary Burns, a former teacher and current educational technology practitioner and researcher, told us. “We want to learn with and from other people.” Burns points to the learning loss during the coronavirus pandemic as evidence of what happens when we underestimate the value of learning communally. When students were isolated at home, without peers and often beyond the reach of teachers, “we saw a psychic break,” she said.

Training AI in the skills of the best teachers would seem to be far easier to scale than finding and training more teachers. But until we figure out how a bot might motivate young people to learn and do hard things, even the most advanced AI won’t serve most students. Many kids “do not care about the things we are teaching them,” Justin Reich, the director of the MIT Teaching Systems Lab, told us. Instead, he said, they care about impressing their teachers and cooperating and competing with their peers. “They care about the people.”