A new research paper from OpenAI asks why large language models like GPT-5 and chatbots like ChatGPT still hallucinate, and whether anything can be done to reduce those hallucinations.
In a blog post summarizing the paper, OpenAI defines hallucinations as “plausible but false statements generated by language models,” and it acknowledges that despite improvements, hallucinations “remain a fundamental challenge for all large language models” — one that will never be completely eliminated.
To illustrate the point, researchers say that when they asked “a widely used chatbot” about the title of Adam Tauman Kalai’s Ph.D. dissertation, they got three different answers, all of them wrong. (Kalai is one of the paper’s authors.) They then asked about his birthday and received three different dates. Once again, all of them were wrong.
How can a chatbot be so wrong — and sound so confident in its wrongness? The researchers suggest that hallucinations arise, in part, because of a pretraining process that focuses on getting models to correctly predict the next word, without true or false labels attached to the training statements: “The model sees only positive examples of fluent language and must approximate the overall distribution.”
“Spelling and parentheses follow consistent patterns, so errors there disappear with scale,” they write. “But arbitrary low-frequency facts, like a pet’s birthday, cannot be predicted from patterns alone and hence lead to hallucinations.”
The paper’s proposed solution, however, focuses less on the initial pretraining process and more on how large language models are evaluated. It argues that the current evaluation models don’t cause hallucinations themselves, but they “set the wrong incentives.”
The researchers compare these evaluations to the kind of multiple choice tests random guessing makes sense, because “you might get lucky and be right,” while leaving the answer blank “guarantees a zero.”
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“In the same way, when models are graded only on accuracy, the percentage of questions they get exactly right, they are encouraged to guess rather than say ‘I don’t know,’” they say.
The proposed solution, then, is similar to tests (like the SAT) that include “negative [scoring] for wrong answers or partial credit for leaving questions blank to discourage blind guessing.” Similarly, OpenAI says model evaluations need to “penalize confident errors more than you penalize uncertainty, and give partial credit for appropriate expressions of uncertainty.”
And the researchers argue that it’s not enough to introduce “a few new uncertainty-aware tests on the side.” Instead, “the widely used, accuracy-based evals need to be updated so that their scoring discourages guessing.”
“If the main scoreboards keep rewarding lucky guesses, models will keep learning to guess,” the researchers say.
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#bad #incentives #blame #hallucinations #TechCrunch
![A24 Wants You to Be Nice About Its Google AI Deal
Earlier this week, we learned A24 entered a research partnership with Google’s DeepMind unit. The reactions were… not happy, to say the least. And like many who’ve let generative AI into their hearts, the film studio’s now left playing defense for its widely panned decision. In a statement to Wired, A24’s communications rep Sophia Shin stressed the “research” part of its Google partnership. “We’re working side-by-side with DeepMind’s researchers to learn, iterate, and build, having an active hand in shaping new tools and workflows,” she explained. “This is about learning and helping pain points in workflows behind the scenes. […] It exists because we want to dictate what tools get built for artists, so they have a voice in shaping them rather than having tools handed to them. While acknowledging A24 doesn’t love “any of the current AI outputs onscreen in Hollywood,” Shin considers this partnership a bit of a necessary evil. “We’d rather have a seat at the table than on the sidelines,” she stated. The promise of further artist agency and “a seat at the table” are common shields from genAI users, but it doesn’t seem to be working here. Fans consider this move ironic and a betrayal, given Backrooms director Kane Parsons recently called the tech “cultural and economic rot” and wished he could just snap it out of existence.
Before that, the studio didn’t seem to have much interest in generative AI. In 2024, it came under fire for using the tech to create posters for Civil War, while months later, its horror film Heretic had a disclaimer promising it wasn’t made with the technology. But Hollywood’s become gradually more accepting of generative AI and its supposed potential for the filmmaking process. In that sense, maybe it was inevitable for A24 to fall in line. Want more io9 news? Check out when to expect the latest Marvel, Star Wars, and Star Trek releases, what’s next for the DC Universe on film and TV, and everything you need to know about the future of Doctor Who. #A24 #Nice #Google #DealA24,generative ai,Google DeepMind](https://i0.wp.com/gizmodo.com/app/uploads/2026/03/Backrooms-1280x853.jpg?ssl=1 "A24 Wants You to Be Nice About Its Google AI Deal
Earlier this week, we learned A24 entered a research partnership with Google’s DeepMind unit. The reactions were… not happy, to say the least. And like many who’ve let generative AI into their hearts, the film studio’s now left playing defense for its widely panned decision. In a statement to Wired, A24’s communications rep Sophia Shin stressed the “research” part of its Google partnership. “We’re working side-by-side with DeepMind’s researchers to learn, iterate, and build, having an active hand in shaping new tools and workflows,” she explained. “This is about learning and helping pain points in workflows behind the scenes. […] It exists because we want to dictate what tools get built for artists, so they have a voice in shaping them rather than having tools handed to them. While acknowledging A24 doesn’t love “any of the current AI outputs onscreen in Hollywood,” Shin considers this partnership a bit of a necessary evil. “We’d rather have a seat at the table than on the sidelines,” she stated. The promise of further artist agency and “a seat at the table” are common shields from genAI users, but it doesn’t seem to be working here. Fans consider this move ironic and a betrayal, given Backrooms director Kane Parsons recently called the tech “cultural and economic rot” and wished he could just snap it out of existence.
Before that, the studio didn’t seem to have much interest in generative AI. In 2024, it came under fire for using the tech to create posters for Civil War, while months later, its horror film Heretic had a disclaimer promising it wasn’t made with the technology. But Hollywood’s become gradually more accepting of generative AI and its supposed potential for the filmmaking process. In that sense, maybe it was inevitable for A24 to fall in line. Want more io9 news? Check out when to expect the latest Marvel, Star Wars, and Star Trek releases, what’s next for the DC Universe on film and TV, and everything you need to know about the future of Doctor Who. #A24 #Nice #Google #DealA24,generative ai,Google DeepMind")
![A24 Wants You to Be Nice About Its Google AI Deal
Earlier this week, we learned A24 entered a research partnership with Google’s DeepMind unit. The reactions were… not happy, to say the least. And like many who’ve let generative AI into their hearts, the film studio’s now left playing defense for its widely panned decision. In a statement to Wired, A24’s communications rep Sophia Shin stressed the “research” part of its Google partnership. “We’re working side-by-side with DeepMind’s researchers to learn, iterate, and build, having an active hand in shaping new tools and workflows,” she explained. “This is about learning and helping pain points in workflows behind the scenes. […] It exists because we want to dictate what tools get built for artists, so they have a voice in shaping them rather than having tools handed to them. While acknowledging A24 doesn’t love “any of the current AI outputs onscreen in Hollywood,” Shin considers this partnership a bit of a necessary evil. “We’d rather have a seat at the table than on the sidelines,” she stated. The promise of further artist agency and “a seat at the table” are common shields from genAI users, but it doesn’t seem to be working here. Fans consider this move ironic and a betrayal, given Backrooms director Kane Parsons recently called the tech “cultural and economic rot” and wished he could just snap it out of existence.
Before that, the studio didn’t seem to have much interest in generative AI. In 2024, it came under fire for using the tech to create posters for Civil War, while months later, its horror film Heretic had a disclaimer promising it wasn’t made with the technology. But Hollywood’s become gradually more accepting of generative AI and its supposed potential for the filmmaking process. In that sense, maybe it was inevitable for A24 to fall in line. Want more io9 news? Check out when to expect the latest Marvel, Star Wars, and Star Trek releases, what’s next for the DC Universe on film and TV, and everything you need to know about the future of Doctor Who. #A24 #Nice #Google #DealA24,generative ai,Google DeepMind](https://gizmodo.com/app/uploads/2026/03/Backrooms-1280x853.jpg "A24 Wants You to Be Nice About Its Google AI Deal
Earlier this week, we learned A24 entered a research partnership with Google’s DeepMind unit. The reactions were… not happy, to say the least. And like many who’ve let generative AI into their hearts, the film studio’s now left playing defense for its widely panned decision. In a statement to Wired, A24’s communications rep Sophia Shin stressed the “research” part of its Google partnership. “We’re working side-by-side with DeepMind’s researchers to learn, iterate, and build, having an active hand in shaping new tools and workflows,” she explained. “This is about learning and helping pain points in workflows behind the scenes. […] It exists because we want to dictate what tools get built for artists, so they have a voice in shaping them rather than having tools handed to them. While acknowledging A24 doesn’t love “any of the current AI outputs onscreen in Hollywood,” Shin considers this partnership a bit of a necessary evil. “We’d rather have a seat at the table than on the sidelines,” she stated. The promise of further artist agency and “a seat at the table” are common shields from genAI users, but it doesn’t seem to be working here. Fans consider this move ironic and a betrayal, given Backrooms director Kane Parsons recently called the tech “cultural and economic rot” and wished he could just snap it out of existence.
Before that, the studio didn’t seem to have much interest in generative AI. In 2024, it came under fire for using the tech to create posters for Civil War, while months later, its horror film Heretic had a disclaimer promising it wasn’t made with the technology. But Hollywood’s become gradually more accepting of generative AI and its supposed potential for the filmmaking process. In that sense, maybe it was inevitable for A24 to fall in line. Want more io9 news? Check out when to expect the latest Marvel, Star Wars, and Star Trek releases, what’s next for the DC Universe on film and TV, and everything you need to know about the future of Doctor Who. #A24 #Nice #Google #DealA24,generative ai,Google DeepMind")
![How professional creators avoid content droughts
Creators are expected to constantly be coming up with new content. But what to do when your well of ideas runs dry? That was the topic at the Vidcon 2026 panel, Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked. Moderated by television personality Shira Lazar, this panel brought together professional creators Anthpo and Siow Wei to discuss how they ideate, pick what to work on next, and whether what they’ve made is good enough to post online. (Alex Ojeda was billed, but did not ultimately attend.)
Anthpo: Ideation comes from practice
Anthpo on the VidCon 2026 panel Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked.
Credit: Kristy Puchko / Mashable
The American influencer is best known for concocting the viral Timothee Chalamet look-a-like contest and creating characters like Cheeseball Man and Kid with Crocs. During the panel, he shared that he has a Google Doc filled with ideas, and also uses his phone’s Notes app to scribble down any inspirations that come to mind while on the go. “I’d say ideation is a muscle,” he mused. “The more you do it, the more your mind is constantly racing.” To that end, Anthpo said he uses flights as a space to create, working the ideation muscle. “I’ll do [it] every plane ride I take,” he explained. “I don’t do anything other than write in my Notes app.” How do creators pick which idea is worth doing? Siow Wei is a Malaysian content creator who was featured on Forbes 30 under 30 last year for the massive success she’s had under the handle im_siowei. By creating an array of characters for family-friendly comedy videos, she’s become one of Asia’s biggest content creators.However, she told the panel at VidCon she didn’t set out to make kid-friendly comedy. When evaluating the data of how her videos were doing, it was that demographic where she was most thriving. Data is what drives her decisions as she builds her library and brand. Anthpo noted he and Siow Wei come from different schools of thought on what to prioritize. For him, it’s more about a gut feeling. “Once you have an idea, there’s like two litmus tests,” he said. “There’s, like, the data side, which is super powerful. And then there’s also, like, the emotional side.” For him, he’s excited when he comes up with something “very experimental,” or that “feels [magical] and also executable.” He emphasized the importance of following your passion for an idea. Referencing the Rick Rubin book, The Creative Act, Anthpo paraphrased a piece of the author’s advice, saying, “If you have a really great idea and you don’t execute it, somebody else in the zeitgeist will do it. And I found that to be 100% true. If I’m like, ‘That’s a great idea,’ and I don’t do within the first six months, someone does it.”
Mashable Trend Report
How do content creators know their work is good quality before they post?
Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked panel at Vidcon 2026, featuring Anthpo, Siow Wei, and Shira Lazar
Credit: Kristy Puchko / Mashable
Siow Wei uses WhatsApp to communicate with her team and test out jokes. Anthpo uses a group of friends whom he knows won’t lie to spare his feelings. “The meanest people in my life are by far my most valuable assets,” he explained, “like the people that are just like, ‘Yo, this video sucks, bro.’ Those people are so valuable to me. I’ve got probably seven of them. If I send a video or an idea to them, and all seven of them are like ‘that’s good,’ it always rips.” What do content creators do when they’re running out of ideas?Siow Wei has a collection of comedy characters, like Swaggy, Randy, Besty, Richy, and Billy. But she’s always happy to expand her menagerie. “Okay, we have run out of content,” she said, considering the scenario. “Okay, what’s next? Let’s create another character, there’s more possibility that we can bring it into our content.” For Anthpo, he finds new ideas by trying something new. “I’ve reinvented myself many times on the internet,” he said. “I’ve been doing this for like 12 years now. I used to do sketch comedy. Then I was in a TikTok house. And then I made skits. And then I made college content, and then I [worked for Mr. Beast]. Then the past two years I’ve been doing these like anonymous stunts.” He noted what he’s doing recently is being called performance art, while he’s been dubbed “dumb internet Banksy,” and he’s cool with that. Anthpo champions not only taking risks, but also learning from your failures.“I failed many, many, many, many, many times,” he said, noting that failure can be a great teacher, providing “data” for how to improve. What every creator should know — according to Anthpo and Siow WeiBoth agreed you should know about the purple horse (or cow). Anthpo explained this marketing concept to the audience. Essentially, if you see a horse along the side of the road, you might notice it. But you won’t stop your trip to see it. However, if you see a purple horse, you’ll stop your car to take a closer look. Translated to the creator economy, you want to be the purple horse, the something special in the landscape that makes people stop and pay attention. For Anthpo, he does that by chasing what excites him. “[What] I like to chop it down to is I like to delight people,” he said. “Give them something they haven’t seen before, or give them a feeling they want to consistently feel.” Siow Wei added: “Put that purple horse in the first three seconds [of your video].” She explained how the unique way she drinks boba tea has hooked viewers, “so you’re catching the attention,” rather than getting lost in an endless scroll online. Last but not least, both creators emphasized the importance of building a team you can trust. Anthpo put it succinctly, saying, “Be surrounded by people who are joyous and don’t drag you down and are going to be kind, but also aren’t afraid to be like, ‘Yo, this video is trash.'”Mashable is reporting live from VidCon 2026 in Anaheim. Follow our coverage for creator interviews, panel highlights, and the biggest moments from the convention floor.
#professional #creators #avoid #content #droughts](https://helios-i.mashable.com/imagery/articles/01gMFiz9dxiW1C5lcELVKTR/images-1.fill.size_2000x1125.v1782531326.jpg "How professional creators avoid content droughts
Creators are expected to constantly be coming up with new content. But what to do when your well of ideas runs dry? That was the topic at the Vidcon 2026 panel, Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked. Moderated by television personality Shira Lazar, this panel brought together professional creators Anthpo and Siow Wei to discuss how they ideate, pick what to work on next, and whether what they’ve made is good enough to post online. (Alex Ojeda was billed, but did not ultimately attend.)
Anthpo: Ideation comes from practice
Anthpo on the VidCon 2026 panel Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked.
Credit: Kristy Puchko / Mashable
The American influencer is best known for concocting the viral Timothee Chalamet look-a-like contest and creating characters like Cheeseball Man and Kid with Crocs. During the panel, he shared that he has a Google Doc filled with ideas, and also uses his phone’s Notes app to scribble down any inspirations that come to mind while on the go. “I’d say ideation is a muscle,” he mused. “The more you do it, the more your mind is constantly racing.” To that end, Anthpo said he uses flights as a space to create, working the ideation muscle. “I’ll do [it] every plane ride I take,” he explained. “I don’t do anything other than write in my Notes app.” How do creators pick which idea is worth doing? Siow Wei is a Malaysian content creator who was featured on Forbes 30 under 30 last year for the massive success she’s had under the handle im_siowei. By creating an array of characters for family-friendly comedy videos, she’s become one of Asia’s biggest content creators.However, she told the panel at VidCon she didn’t set out to make kid-friendly comedy. When evaluating the data of how her videos were doing, it was that demographic where she was most thriving. Data is what drives her decisions as she builds her library and brand. Anthpo noted he and Siow Wei come from different schools of thought on what to prioritize. For him, it’s more about a gut feeling. “Once you have an idea, there’s like two litmus tests,” he said. “There’s, like, the data side, which is super powerful. And then there’s also, like, the emotional side.” For him, he’s excited when he comes up with something “very experimental,” or that “feels [magical] and also executable.” He emphasized the importance of following your passion for an idea. Referencing the Rick Rubin book, The Creative Act, Anthpo paraphrased a piece of the author’s advice, saying, “If you have a really great idea and you don’t execute it, somebody else in the zeitgeist will do it. And I found that to be 100% true. If I’m like, ‘That’s a great idea,’ and I don’t do within the first six months, someone does it.”
Mashable Trend Report
How do content creators know their work is good quality before they post?
Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked panel at Vidcon 2026, featuring Anthpo, Siow Wei, and Shira Lazar
Credit: Kristy Puchko / Mashable
Siow Wei uses WhatsApp to communicate with her team and test out jokes. Anthpo uses a group of friends whom he knows won’t lie to spare his feelings. “The meanest people in my life are by far my most valuable assets,” he explained, “like the people that are just like, ‘Yo, this video sucks, bro.’ Those people are so valuable to me. I’ve got probably seven of them. If I send a video or an idea to them, and all seven of them are like ‘that’s good,’ it always rips.” What do content creators do when they’re running out of ideas?Siow Wei has a collection of comedy characters, like Swaggy, Randy, Besty, Richy, and Billy. But she’s always happy to expand her menagerie. “Okay, we have run out of content,” she said, considering the scenario. “Okay, what’s next? Let’s create another character, there’s more possibility that we can bring it into our content.” For Anthpo, he finds new ideas by trying something new. “I’ve reinvented myself many times on the internet,” he said. “I’ve been doing this for like 12 years now. I used to do sketch comedy. Then I was in a TikTok house. And then I made skits. And then I made college content, and then I [worked for Mr. Beast]. Then the past two years I’ve been doing these like anonymous stunts.” He noted what he’s doing recently is being called performance art, while he’s been dubbed “dumb internet Banksy,” and he’s cool with that. Anthpo champions not only taking risks, but also learning from your failures.“I failed many, many, many, many, many times,” he said, noting that failure can be a great teacher, providing “data” for how to improve. What every creator should know — according to Anthpo and Siow WeiBoth agreed you should know about the purple horse (or cow). Anthpo explained this marketing concept to the audience. Essentially, if you see a horse along the side of the road, you might notice it. But you won’t stop your trip to see it. However, if you see a purple horse, you’ll stop your car to take a closer look. Translated to the creator economy, you want to be the purple horse, the something special in the landscape that makes people stop and pay attention. For Anthpo, he does that by chasing what excites him. “[What] I like to chop it down to is I like to delight people,” he said. “Give them something they haven’t seen before, or give them a feeling they want to consistently feel.” Siow Wei added: “Put that purple horse in the first three seconds [of your video].” She explained how the unique way she drinks boba tea has hooked viewers, “so you’re catching the attention,” rather than getting lost in an endless scroll online. Last but not least, both creators emphasized the importance of building a team you can trust. Anthpo put it succinctly, saying, “Be surrounded by people who are joyous and don’t drag you down and are going to be kind, but also aren’t afraid to be like, ‘Yo, this video is trash.'”Mashable is reporting live from VidCon 2026 in Anaheim. Follow our coverage for creator interviews, panel highlights, and the biggest moments from the convention floor.
#professional #creators #avoid #content #droughts")
![How professional creators avoid content droughts
Creators are expected to constantly be coming up with new content. But what to do when your well of ideas runs dry? That was the topic at the Vidcon 2026 panel, Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked. Moderated by television personality Shira Lazar, this panel brought together professional creators Anthpo and Siow Wei to discuss how they ideate, pick what to work on next, and whether what they’ve made is good enough to post online. (Alex Ojeda was billed, but did not ultimately attend.)
Anthpo: Ideation comes from practice
Anthpo on the VidCon 2026 panel Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked.
Credit: Kristy Puchko / Mashable
The American influencer is best known for concocting the viral Timothee Chalamet look-a-like contest and creating characters like Cheeseball Man and Kid with Crocs. During the panel, he shared that he has a Google Doc filled with ideas, and also uses his phone’s Notes app to scribble down any inspirations that come to mind while on the go. “I’d say ideation is a muscle,” he mused. “The more you do it, the more your mind is constantly racing.” To that end, Anthpo said he uses flights as a space to create, working the ideation muscle. “I’ll do [it] every plane ride I take,” he explained. “I don’t do anything other than write in my Notes app.” How do creators pick which idea is worth doing? Siow Wei is a Malaysian content creator who was featured on Forbes 30 under 30 last year for the massive success she’s had under the handle im_siowei. By creating an array of characters for family-friendly comedy videos, she’s become one of Asia’s biggest content creators.However, she told the panel at VidCon she didn’t set out to make kid-friendly comedy. When evaluating the data of how her videos were doing, it was that demographic where she was most thriving. Data is what drives her decisions as she builds her library and brand. Anthpo noted he and Siow Wei come from different schools of thought on what to prioritize. For him, it’s more about a gut feeling. “Once you have an idea, there’s like two litmus tests,” he said. “There’s, like, the data side, which is super powerful. And then there’s also, like, the emotional side.” For him, he’s excited when he comes up with something “very experimental,” or that “feels [magical] and also executable.” He emphasized the importance of following your passion for an idea. Referencing the Rick Rubin book, The Creative Act, Anthpo paraphrased a piece of the author’s advice, saying, “If you have a really great idea and you don’t execute it, somebody else in the zeitgeist will do it. And I found that to be 100% true. If I’m like, ‘That’s a great idea,’ and I don’t do within the first six months, someone does it.”
Mashable Trend Report
How do content creators know their work is good quality before they post?
Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked panel at Vidcon 2026, featuring Anthpo, Siow Wei, and Shira Lazar
Credit: Kristy Puchko / Mashable
Siow Wei uses WhatsApp to communicate with her team and test out jokes. Anthpo uses a group of friends whom he knows won’t lie to spare his feelings. “The meanest people in my life are by far my most valuable assets,” he explained, “like the people that are just like, ‘Yo, this video sucks, bro.’ Those people are so valuable to me. I’ve got probably seven of them. If I send a video or an idea to them, and all seven of them are like ‘that’s good,’ it always rips.” What do content creators do when they’re running out of ideas?Siow Wei has a collection of comedy characters, like Swaggy, Randy, Besty, Richy, and Billy. But she’s always happy to expand her menagerie. “Okay, we have run out of content,” she said, considering the scenario. “Okay, what’s next? Let’s create another character, there’s more possibility that we can bring it into our content.” For Anthpo, he finds new ideas by trying something new. “I’ve reinvented myself many times on the internet,” he said. “I’ve been doing this for like 12 years now. I used to do sketch comedy. Then I was in a TikTok house. And then I made skits. And then I made college content, and then I [worked for Mr. Beast]. Then the past two years I’ve been doing these like anonymous stunts.” He noted what he’s doing recently is being called performance art, while he’s been dubbed “dumb internet Banksy,” and he’s cool with that. Anthpo champions not only taking risks, but also learning from your failures.“I failed many, many, many, many, many times,” he said, noting that failure can be a great teacher, providing “data” for how to improve. What every creator should know — according to Anthpo and Siow WeiBoth agreed you should know about the purple horse (or cow). Anthpo explained this marketing concept to the audience. Essentially, if you see a horse along the side of the road, you might notice it. But you won’t stop your trip to see it. However, if you see a purple horse, you’ll stop your car to take a closer look. Translated to the creator economy, you want to be the purple horse, the something special in the landscape that makes people stop and pay attention. For Anthpo, he does that by chasing what excites him. “[What] I like to chop it down to is I like to delight people,” he said. “Give them something they haven’t seen before, or give them a feeling they want to consistently feel.” Siow Wei added: “Put that purple horse in the first three seconds [of your video].” She explained how the unique way she drinks boba tea has hooked viewers, “so you’re catching the attention,” rather than getting lost in an endless scroll online. Last but not least, both creators emphasized the importance of building a team you can trust. Anthpo put it succinctly, saying, “Be surrounded by people who are joyous and don’t drag you down and are going to be kind, but also aren’t afraid to be like, ‘Yo, this video is trash.'”Mashable is reporting live from VidCon 2026 in Anaheim. Follow our coverage for creator interviews, panel highlights, and the biggest moments from the convention floor.
#professional #creators #avoid #content #droughts](https://i0.wp.com/helios-i.mashable.com/imagery/articles/01gMFiz9dxiW1C5lcELVKTR/images-1.fill.size_2000x1125.v1782531326.jpg?ssl=1 "How professional creators avoid content droughts
Creators are expected to constantly be coming up with new content. But what to do when your well of ideas runs dry? That was the topic at the Vidcon 2026 panel, Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked. Moderated by television personality Shira Lazar, this panel brought together professional creators Anthpo and Siow Wei to discuss how they ideate, pick what to work on next, and whether what they’ve made is good enough to post online. (Alex Ojeda was billed, but did not ultimately attend.)
Anthpo: Ideation comes from practice
Anthpo on the VidCon 2026 panel Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked.
Credit: Kristy Puchko / Mashable
The American influencer is best known for concocting the viral Timothee Chalamet look-a-like contest and creating characters like Cheeseball Man and Kid with Crocs. During the panel, he shared that he has a Google Doc filled with ideas, and also uses his phone’s Notes app to scribble down any inspirations that come to mind while on the go. “I’d say ideation is a muscle,” he mused. “The more you do it, the more your mind is constantly racing.” To that end, Anthpo said he uses flights as a space to create, working the ideation muscle. “I’ll do [it] every plane ride I take,” he explained. “I don’t do anything other than write in my Notes app.” How do creators pick which idea is worth doing? Siow Wei is a Malaysian content creator who was featured on Forbes 30 under 30 last year for the massive success she’s had under the handle im_siowei. By creating an array of characters for family-friendly comedy videos, she’s become one of Asia’s biggest content creators.However, she told the panel at VidCon she didn’t set out to make kid-friendly comedy. When evaluating the data of how her videos were doing, it was that demographic where she was most thriving. Data is what drives her decisions as she builds her library and brand. Anthpo noted he and Siow Wei come from different schools of thought on what to prioritize. For him, it’s more about a gut feeling. “Once you have an idea, there’s like two litmus tests,” he said. “There’s, like, the data side, which is super powerful. And then there’s also, like, the emotional side.” For him, he’s excited when he comes up with something “very experimental,” or that “feels [magical] and also executable.” He emphasized the importance of following your passion for an idea. Referencing the Rick Rubin book, The Creative Act, Anthpo paraphrased a piece of the author’s advice, saying, “If you have a really great idea and you don’t execute it, somebody else in the zeitgeist will do it. And I found that to be 100% true. If I’m like, ‘That’s a great idea,’ and I don’t do within the first six months, someone does it.”
Mashable Trend Report
How do content creators know their work is good quality before they post?
Never Running Out of Ideas: How to Build a Content Strategy That Keeps Your Audience Hooked panel at Vidcon 2026, featuring Anthpo, Siow Wei, and Shira Lazar
Credit: Kristy Puchko / Mashable
Siow Wei uses WhatsApp to communicate with her team and test out jokes. Anthpo uses a group of friends whom he knows won’t lie to spare his feelings. “The meanest people in my life are by far my most valuable assets,” he explained, “like the people that are just like, ‘Yo, this video sucks, bro.’ Those people are so valuable to me. I’ve got probably seven of them. If I send a video or an idea to them, and all seven of them are like ‘that’s good,’ it always rips.” What do content creators do when they’re running out of ideas?Siow Wei has a collection of comedy characters, like Swaggy, Randy, Besty, Richy, and Billy. But she’s always happy to expand her menagerie. “Okay, we have run out of content,” she said, considering the scenario. “Okay, what’s next? Let’s create another character, there’s more possibility that we can bring it into our content.” For Anthpo, he finds new ideas by trying something new. “I’ve reinvented myself many times on the internet,” he said. “I’ve been doing this for like 12 years now. I used to do sketch comedy. Then I was in a TikTok house. And then I made skits. And then I made college content, and then I [worked for Mr. Beast]. Then the past two years I’ve been doing these like anonymous stunts.” He noted what he’s doing recently is being called performance art, while he’s been dubbed “dumb internet Banksy,” and he’s cool with that. Anthpo champions not only taking risks, but also learning from your failures.“I failed many, many, many, many, many times,” he said, noting that failure can be a great teacher, providing “data” for how to improve. What every creator should know — according to Anthpo and Siow WeiBoth agreed you should know about the purple horse (or cow). Anthpo explained this marketing concept to the audience. Essentially, if you see a horse along the side of the road, you might notice it. But you won’t stop your trip to see it. However, if you see a purple horse, you’ll stop your car to take a closer look. Translated to the creator economy, you want to be the purple horse, the something special in the landscape that makes people stop and pay attention. For Anthpo, he does that by chasing what excites him. “[What] I like to chop it down to is I like to delight people,” he said. “Give them something they haven’t seen before, or give them a feeling they want to consistently feel.” Siow Wei added: “Put that purple horse in the first three seconds [of your video].” She explained how the unique way she drinks boba tea has hooked viewers, “so you’re catching the attention,” rather than getting lost in an endless scroll online. Last but not least, both creators emphasized the importance of building a team you can trust. Anthpo put it succinctly, saying, “Be surrounded by people who are joyous and don’t drag you down and are going to be kind, but also aren’t afraid to be like, ‘Yo, this video is trash.'”Mashable is reporting live from VidCon 2026 in Anaheim. Follow our coverage for creator interviews, panel highlights, and the biggest moments from the convention floor.
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