AI tools that help students cheat are multiplying, and the detectors can’t keep up


A wave of new apps marketed on TikTok and YouTube is making it nearly impossible for teachers to tell whether students are actually writing their own homework or offloading it to AI. The New York Times reports that tools known as humanizers and autotypers have closed the gap that used to give AI-written homework away, and that the same companies selling detection software are sometimes the ones helping students get around it.

The tools work around the checks teachers rely on

Humanizers take AI-generated text and rework it so it no longer sounds robotic or repetitive enough to trigger detection, while autotypers solve a timing problem. Instead of a thousand words appearing in a document all at once, which can tip off a teacher checking version history, autotypers release the text gradually over hours and even insert fake typos, deletions, and edits to mimic a real writing session.

Apps like Dripwriter and Duey.ai advertise this directly, telling students they can step away entirely and still turn in something that looks self-written. One app, called Typeflo, promised students could relax and eat a sandwich while it produced their essay. It turned out to be built and marketed by the teenage son of an Emory University professor, who said he hadn’t known the extent of its social media presence and pulled it down after being contacted.

Even the detectors built to catch AI can’t be trusted

GPTZero‘s entire pitch rests on detecting AI writing that other tools miss, but the Times found that a marketer paid by the company had built a fake graduate teaching assistant persona on TikTok to promote it to students. The videos walked students through GPTZero’s browser extension, showing them how to screen a paper for AI flags before submitting it and revealing that the same tool could generate a full paper with citations from scratch.

Responding to the report, GPTZero’s co-founder and chief executive, Edward Tian, said the company has cut ties with the marketer and is reconsidering whether to keep that paper-generating capability. Grammarly faces a similar contradiction, offering an authorship checker for teachers while also providing a humanizer, text generation, and paraphrasing tools on the same platform. That unreliability isn’t limited to these two companies either.

A report from earlier this year revealed how University of Florida researchers tested the five most popular AI text detectors and found false negative rates as high as 99.6 percent, with a single vocabulary tweak defeating most of them entirely. The findings suggest that schools leaning on these tools for disciplinary decisions are working with far less certainty than they assume.

Outlawing AI in classrooms might sound like the obvious fix, but with detection this unreliable, schools may have no way to enforce it even if they tried. Some educators argue that’s beside the point anyway, since students will need these same tools the moment they enter the workforce.



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Recent Reviews


When Encanto was released, it was something of a cultural phenomenon. You couldn’t escape the song “We Don’t Talk About Bruno,” and the soundtrack went to the top of the charts. If you loved Encanto, there’s another overlooked Lin-Manuel Miranda animated musical on Netflix that’s better in many ways.

Vivo is another Lin-Manuel Miranda musical

He’s also the voice of the lead character

Vivo the kinkajou from the movie Vivo. Credit: Sony Pictures Animation

Vivo is a 2021 animated musical comedy from Sony Pictures Animation, the same studio behind smash-hit movies such as Spider-Man: Into the Spider-Verse and KPop Demon Hunters. Directed by Kirk DeMicco, who co-wrote it with Quiara Alegría Hudes, it features original songs written by Lin-Manuel Miranda, the musical genius who shot to superstardom on the back of Hamilton.

Miranda also plays the title character of Vivo, a kinkajou (a small, nocturnal mammal) whose days are spent earning money by playing music in the plaza with his aging owner, Andrés. When Andrés dies, Vivo makes it his mission to deliver a song that Andrés wrote to his old friend Marta Sandoval, a famous singer played by Gloria Estefan. The song reveals Andrés’ true feelings for Marta, but he could never bring himself to give it to her.

Vivo is helped on his quest by Gabi, a young misfit and the daughter of Andrés’ niece. The movie follows their journey through the Florida Everglades to reach Miami and deliver the song.

Why Vivo flew under the radar

The big theatrical release never happened

Gabi and Vivo on a raft in the movie Vivo. Credit: Sony Pictures Animation

Vivo is an animated musical from a major animation studio, with a cast of big names including Miranda, Gloria Estefan, and Zoe Saldaña. It features music from one of the most in-demand songwriters in the world, who also stars in it. Why isn’t it more well-known?

Perhaps the biggest reason is that Vivo never got its expected theatrical release. After the global pandemic disrupted Sony’s plans for a wide theatrical release, the rights were sold to Netflix. Instead of a major theatrical run, it joined the huge catalog of Netflix, where shows and movies all too often get buried by the churn of new content.

It meant that, unlike Encanto, Vivo never really got the chance to enter the zeitgeist or become a TikTok staple. Its fairly quiet release on a streaming service meant that it never got the attention that it deserved.

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Vivo’s music hits different

Gloria Estefan still has it

When Encanto came out, people raved about the music. The song “We Don’t Talk About Bruno” went viral, with an endless stream of TikTok videos. To my mind, however, the music in Vivo is just so much better.

I never really got the hype about “We Don’t Talk About Bruno.” It’s not bad, but it’s not even the best song in Encanto. While the music in Encanto is good, none of the songs really stand out as being classics. I listen to a lot of Disney movie soundtracks with my kids, and Encanto very rarely makes the playlist, while Moana, which also includes songs written by Lin-Manuel Miranda, gets played far more often.​​​​​​​


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What gets played a lot is the Vivo soundtrack because it’s genuinely brilliant. There’s something for everyone, too; there are four of us in the family, and each of us has a different favorite song from the soundtrack. That’s how good it is.

“One of a Kind” is the song that introduces us to Vivo and Andrés, and it’s a great mix of classic Cuban mambo and clave rhythms combined with Lin-Manuel Miranda’s trademark hip-hop flow. “My Own Drum” is an absolute banger sung by Gabi featuring possibly the greatest recorder solo of all time. My personal favorite, “Keep The Beat,” is a gorgeous song about keeping going when things start to change.

The most beautiful song in the movie is “Inside Your Heart,” performed by the legendary Gloria Estefan. This is the song that Andrés wrote for Marta, expressing his feelings for her. It’s a stunning song, and Estefan’s voice still sounds incredible. For me, it lands far harder than anything in Encanto.

What Vivo offers that Encanto doesn’t

There’s more than just the awesome music

2D animation of a young Andres and Marta dancing from the movie Vivo. Credit: Sony Pictures Animation

While both movies have music written by Lin-Manuel Miranda, only one of them features the songwriter in the main cast. Some of the fast-paced rhymes in Vivo are so distinctive that you can’t imagine anyone else doing them justice, as Dwayne Johnson proved in Moana.

Vivo also has a more dynamic story, with the action involving a race from Cuba to Miami rather than being set entirely within one location like Encanto. It also includes some interesting stylized 2D sequences that mix up the look of the movie. The emotional stakes are also much higher in Vivo, with a story that touches on death, regret, lost love, and finding your place in the world.

That’s not to say it’s a perfect movie. The plot does dip a little in the middle, but the stunning music and bittersweet ending make up for the flaws.


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Check out Vivo if you haven’t already

If you loved Encanto and you haven’t watched Vivo, you should definitely check it out. It’s a movie that really deserves more attention than it gets. I guarantee it will be the best kinkajou-based animated musical you’ll ever see.



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