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YouTube AI misclassifies streamer’s laughter as graphic content, leading to video restriction

YouTube logo on smartphone

A YouTube streamer says his recent broadcast was mistakenly restricted after the platform’s automated moderation system identified a moment of laughter as potential graphic content.

According to horror game enthusiast SpooknJukes, the stream was automatically flagged under YouTube’s graphic-content policy, resulting in an age restriction that reduced the video’s visibility and monetization. No graphic material appeared in the clip, and the creator stated that the only notable audio at the flagged moment was laughter.

YouTube uses a combination of machine-learning models and human reviewers to enforce its Community Guidelines, including policies governing violent or sensitive material. Automated tools are intended to process large volumes of uploads efficiently, but the company acknowledges they are not always precise and may occasionally misclassify content.

Appeal process

The streamer publicly shared the incident, saying that the restriction affected performance metrics for the stream. An appeal has been filed, and the creator said they expect a human review to reverse the decision.

“I tried to appeal but the automated system instantly declined it,” he wrote on X.

Similar cases have surfaced in recent years, with creators reporting false positives tied to audio cues, rapid scene changes or contextual misunderstandings. These incidents have contributed to concerns about the reliability of automated moderation and the potential impact on creators who depend on consistent video performance.

Ongoing moderation issues

Automated systems remain essential for moderating large platforms like YouTube, but they can struggle with ambiguous or expressive content that does not fit typical patterns associated with policy violations. As livestreaming and unscripted formats continue to grow, these systems face increased complexity in distinguishing between harmful material and benign creator interactions.

YouTube has not issued a public statement regarding this specific incident. The platform continues to refine its moderation tools and encourages creators to use the appeals process when they believe enforcement actions are incorrect.

Twitch reports nearly 900 million hours watched in 2025

Twitch logo on smartphone

Twitch has released its 2025 year-end data, reporting close to 900 million hours of watch time across the platform. The company said the figure reflects steady audience engagement and continued growth in the number of active streamers compared to the previous year.

In its summary, Twitch noted that approximately 9 million new streamers joined the platform in 2025. Viewership for IRL (in-real-life) content increased significantly, with watch time for the category rising by 186% year over year. Gaming-related streams continued to make up a substantial portion of overall consumption, while general-interest categories such as “Just Chatting” remained among the most watched.

The data suggests that audiences are diversifying the types of content they watch on Twitch, with both gaming and non-gaming categories contributing to overall hours viewed.

Personalized recaps and user engagement

Twitch also confirmed that individualized “Twitch Recap” summaries showing personal viewing trends, category preferences, and creator highlights are now available to users who streamed or watched at least ten hours between late October 2024 and late October 2025.

The recaps are intended to give streamers and viewers a clearer look at their activity over the past year. While Twitch did not provide year-over-year comparisons for total watch time across all categories, the reported figures indicate consistent usage during a period where livestreaming platforms continue to compete for audience attention. The increased presence of IRL content also shows how creators expanded beyond gaming into lifestyle, travel and community-driven formats.

Twitch said it will release additional category-level insights and regional breakdowns later in the month.

MrBeast explores fan ownership of his media company Beast Industries

MrBeast
Image courtesy: MrBeast

YouTuber MrBeast, real name Jimmy Donaldson, and his executives at Beast Industries are considering giving fans the opportunity to own shares in the company, according to recent statements from CEO Jeff Housenbold.

Fan ownership of the company

At the 2025 DealBook Summit, Housenbold mentioned the possibility of an initial public offering (IPO) that could include an allocation for fans. “At some point, we want to be able to give the 1.4 billion unique people around the world who watched MrBeast’s content in the last 90 days a chance to be owners of the company.”

Beast Industries, which spans content production, snack brand Feastables, media ventures and other consumer projects, has been valued around US $5 billion in recent investor materials.

No official timeline has been disclosed for when, or if, shares will be offered to fans. Housenbold described the fan-ownership idea as a long-term goal.

MrBeast’s business ventures

Over the past several years, MrBeast has broadened his operations far beyond YouTube videos. His company now includes Beast Industries, a multi-division enterprise spanning content production, consumer products and branded partnerships. The snack company Feastables, launched in 2022, has grown into major U.S. retail chains and international markets. He previously introduced MrBeast Burger, a virtual restaurant brand that saw rapid expansion before shifting to a smaller footprint amid legal disputes. In 2024 and 2025, MrBeast began pursuing large-scale physical ventures, including real-world events and temporary attractions.

Image courtesy: MrBeast

Marques Brownlee’s wallpaper app “Albums” to shut down early next year

Marques Brownlee’s wallpaper app “Albums” to shut down early next year
Image courtesy: Marques Brownlee

Marques Brownlee’s wallpaper app “Albums,” launched in collaboration with developer Jack McCauley, will close in early 2026. The team announced the decision on social media, stating that ongoing operational challenges and the cost of maintaining the platform made long-term sustainability difficult.

Why the app failed

Albums debuted in late 2024 with a straightforward concept; users could create and share minimalist iPhone home-screen layouts that integrated album artwork from Apple Music or Spotify. The app gained early traction, boosted in part by Brownlee’s visibility as one of YouTube’s most recognized tech reviewers.

However, Albums faced criticism soon after launch. Some users argued the app offered limited functionality compared to existing wallpaper or widget tools, while others questioned the subscription model for features centered mostly on aesthetic customization. The developers later introduced a one-time purchase option, but noted that revenue still did not offset the server, licensing and maintenance requirements needed to keep the app running.

In a public statement, McCauley explained that the team explored various adjustments, including pricing changes, feature updates and infrastructure shifts, but concluded that the app was not positioned for long-term viability. He added that the decision was not tied to any external disputes and emphasized appreciation for users who supported the project.

Users who previously purchased Albums will retain access until the shutdown date, which has not yet been finalized. The developers noted that the app will continue functioning normally in the meantime, and that further communication will be shared before the service fully winds down.

The closure marks the end of a short run for one of the more high-profile creator-backed app launches of recent years. While Brownlee has not indicated whether he plans to pursue future software projects, the shutdown shows that sustaining small-scale consumer apps can be challenging even when launched by prominent online personalities.

Image courtesy: Marques Brownlee

YouTube rolls out feature to let users remove unwanted videos from their home feed

YouTube rolls out feature to let users remove unwanted videos from their home feed featured image

YouTube is testing a new tool designed to give users more control over their recommendations by allowing them to remove videos they don’t want to see from their home feed. The update aims to reduce clutter and increase relevancy for individual viewers.

How the feature works

Under the new trial, users may see an option to remove specific videos from their suggestions directly on the Home tab, rather than just using “Not interested” or “Don’t recommend channel.” The idea is to give people a more direct way to clean up their feed when the algorithm’s recommendations are off-target.

This feature is YouTube’s response to criticism regarding its algorithm, which can surface content that does not align with users’ interests. Some long-time users have described their home feeds as cluttered or irrelevant.

Changing the viewing experience

The feature gives users greater control over what they see, potentially improving satisfaction by reducing unwanted content. Instead of passively relying on viewing history or watch patterns to shape the feed, viewers can now take an active role in curating it.

Because the feature is in testing, not all users will see it immediately. It remains to be seen how well it performs in terms of accurately preventing unwanted recommendations.

YouTuber remains banned despite winning lawsuit over AI-driven channel removal

YouTuber remains banned despite winning lawsuit over AI-driven channel removal featured image

YouTuber Oleksandr, who successfully challenged YouTube in court over an AI-generated channel ban, has not had his “Chase Car” account reinstated, according to new public statements from the creator.

The creator’s channel was previously terminated after YouTube’s automated systems flagged it for policy violations. A court later ruled that the platform had not provided sufficient evidence to justify the termination and found in the creator’s favor. Despite the ruling, the channel remains inactive. The creator said he intends to file a complaint with an Irish regulatory authority in an effort to compel YouTube to restore access.

“An independent legal body ruled YouTube was WRONG. The best part? YouTube defended itself during the process, but could not show what I had violated. I WON. Here’s where it gets terrifying – My channel is STILL terminated,” Oleksandr posted on X.

YouTube has not issued a public comment specifically addressing why the channel has not been reinstated or how the court decision fits into its internal appeal processes. The platform’s help documentation states that terminated channels may appeal once within a defined period; however, it does not outline how external legal findings influence reinstatement decisions.

Oleksandr said he plans to pursue additional regulatory steps to ensure the court’s ruling is applied. The case yet again sparked a conversation on how platforms handle moderation disputes, including whether appeal procedures, automated enforcement systems and reinstatement processes should be updated to offer greater clarity.

Until any changes are introduced, creators may continue to view algorithmic moderation with caution, given the potential impact of enforcement errors on revenue.

New Pew Research survey shows adults’ social media habits in 2025

New Pew Research survey shows adults’ social media habits in 2025
Image courtesy: New Pew Research

A recent Pew Research Center report offers key insights into how U.S. adults engage with social media. Based on a nationally representative survey of over 5,000 adults conducted between February and June 2025, the findings show that 84% of U.S. adults say they have used YouTube, while 71% report they have used Facebook. Other platforms saw lower overall usage; 50% for Instagram, 37% for TikTok, 32% for WhatsApp and 26% for Reddit.

Platform demographics and usage patterns

The data demonstrate strong generational differences. Among U.S. adults aged 18-29, YouTube use reaches as high as 95%, whereas older adults (65 and up) report around 64% usage. Facebook remains highly used among older users. Instagram and TikTok are more dominant among younger adults and exhibit steeper declines in usage with age.

Socioeconomic factors also influence platform usage: adults with a bachelor’s degree or higher report greater use of YouTube (89%) and Instagram (58%) compared to those with a high school education or less. Urban respondents show higher engagement with image- and video-based apps, while rural users reported lower levels of use for platforms outside Facebook and YouTube.

The report shows the broad reach of YouTube and Facebook among U.S. adults and suggests that newer platforms like TikTok are still growing their adoption among older demographics. It also points to segmented opportunity: for younger audiences, Instagram and TikTok carry potential; for mass-market adult reach, YouTube remains dominant.

This is an opportunity for brands and creators alike to take advantage of consumer behavior, which may impact content strategy and ad targeting.

Adobe to acquire Semrush for $1.9 billion in expansion of marketing tools

Adobe to acquire Semrush for $1.9 billion in expansion of marketing tools
Image courtesy: Adobe

Adobe has announced plans to acquire Semrush, the digital-marketing and SEO analytics company, in a $1.9 billion all-cash deal. The transaction values Semrush shares at $12 each and is expected to close during the first half of 2026, pending regulatory and shareholder approval.

Integration into Adobe’s marketing ecosystem

The acquisition would bring Semrush’s search-visibility, keyword-tracking and competitive-analysis tools into Adobe’s broader suite of marketing and analytics products. Adobe said Semrush’s capabilities will complement Experience Cloud offerings, providing customers with a consolidated view of how brands appear across search engines, social platforms and emerging AI-driven search interfaces.

As user discovery changes beyond traditional search into conversational AI models, companies are seeking ways to evaluate performance across multiple environments. Adobe said the deal is intended to help marketers understand and respond to those changes more effectively.

Semrush shares rose sharply following the announcement, and analysts say the acquisition could lead to changes in product focus, pricing, or customer tiers, depending on how Adobe positions the platform. Semrush currently serves a broad range of users, from small businesses to large agencies and future development may move toward enterprise-oriented features.

The acquisition adapts consolidation within marketing technology, as companies expand analytics and AI-driven discovery capabilities into larger, interconnected toolsets. Adobe said additional details about integration plans and user transition processes will be shared as the deal progresses through approval stages.

YouTube expands prepublish checks to catch more violations before videos go live

YouTube expands prepublish checks to catch more violations before videos go live featured image

YouTube is expanding its prepublish checks tool so that it now warns creators about potential violations of Community Guidelines before videos go live. The update aims to help reduce unexpected strikes or removals by flagging problematic content early in the upload process.

Broader screening before publishing

Launched in 2021, YouTube’s prepublish checks originally scanned uploads for issues like copyright infringement and ad-suitability concerns. The newly expanded version now includes checks for content that may violate Community Guidelines, such as hate, harassment, graphic content or other disallowed material.

When creators upload a video, the system runs analysis automatically. If it detects potential problems, YouTube displays a warning, allowing creators to review or edit the video before it becomes public. The feature acts as a preventive measure, rather than waiting for user reports or algorithmic detection after publishing.

“To help you avoid the frustration of a removal or strike, we’ve been testing a new feature that checks for some Community Guidelines violations in the video upload flow, similar to Copyright and Advertiser-friendly Guidelines checks,” YouTube wrote on its blog post.

Early testing phase

The feature is still in a testing period, and not all creators will see the updated options yet. YouTube acknowledges that some errors are inevitable, which may lead to false positives or missed issues. Even so, the early-warning approach could help creators avoid penalties they did not realize they were at risk of triggering.

While the system is meant to catch a wider range of issues, YouTube notes that it is not comprehensive; some violations may still go undetected. The update is intended to assist creators, but not replace the need to remain familiar with platform policies.

YouTube tests direct messaging feature in Ireland and Poland

YouTube tests direct messaging feature in Ireland and Poland featured image

YouTube has begun testing an in-app direct messaging feature that allows users to share videos and chat about them within the mobile app. The experiment is currently active for users aged 18 and over in Ireland and Poland.

Details of the feature

According to YouTube’s support documentation, the new messaging feature lets users share long-form videos, Shorts, and live streams and engage in one-on-one chats without leaving the YouTube environment. To start a conversation, a user must invite another user and await approval. Recipients can decline invites and have the option to block or report chats.

YouTube emphasizes that messages will be subject to the same Community Guidelines as other content on the platform, and that automated systems may review message content for policy violations such as harassment or harmful material.

YouTube is reintroducing direct messaging

The company noted this test responds to what it described as a “top feature request” from its community. YouTube originally offered direct-messaging tools but discontinued them in 2019 while shifting focus toward public discussions and comment threads. The platform said maintaining the feature diverted resources from core communication tools, leading to its discontinuation after six years of availability.

Reintroducing the feature may be driven by other platforms like Instagram and TikTok, which have integrated stronger messaging and social features. The feature’s current rollout is limited in region and age eligibility, and YouTube has not announced a broader global rollout timeline.

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