#contentmoderation — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #contentmoderation, aggregated by home.social.
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Ctrl-Alt-Speech: Message In A Bottleneck
https://fed.brid.gy/r/https://www.techdirt.com/2026/05/21/ctrl-alt-speech-message-in-a-bottleneck/
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Ctrl-Alt-Speech: Message In A Bottleneck
https://fed.brid.gy/r/https://www.techdirt.com/2026/05/21/ctrl-alt-speech-message-in-a-bottleneck/
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Ctrl-Alt-Speech: Message In A Bottleneck
https://fed.brid.gy/r/https://www.techdirt.com/2026/05/21/ctrl-alt-speech-message-in-a-bottleneck/
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Ctrl-Alt-Speech: Message In A Bottleneck
https://fed.brid.gy/r/https://www.techdirt.com/2026/05/21/ctrl-alt-speech-message-in-a-bottleneck/
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Quote of the Day — Yoel Roth:
“Content moderation… is about a constituency—your users—and the way that you serve them… These are really consequential decisions.”
A useful frame for platforms, policy folks, and all of us who live online. What should “good governance” look like in digital spaces?
Read/listen at https://youtube.com/shorts/QNCgHpOmPuI
#AnalysePodcast #ContentModeration #TrustAndSafety #OnlineSafety
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Quote of the Day — Yoel Roth:
“Content moderation… is about a constituency—your users—and the way that you serve them… These are really consequential decisions.”
A useful frame for platforms, policy folks, and all of us who live online. What should “good governance” look like in digital spaces?
Read/listen at https://youtube.com/shorts/QNCgHpOmPuI
#AnalysePodcast #ContentModeration #TrustAndSafety #OnlineSafety
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We Need A More Serious Discussion About Suicide And AI Chatbots
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We Need A More Serious Discussion About Suicide And AI Chatbots
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We Need A More Serious Discussion About Suicide And AI Chatbots
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We Need A More Serious Discussion About Suicide And AI Chatbots
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We Need A More Serious Discussion About Suicide And AI Chatbots
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https://winbuzzer.com/2026/05/17/x-commits-24-hour-uk-hate-flag-reviews-ofcom-deal-xcxwbn/
X has agreed an enforceable package of operational commitments with the UK regulator Ofcom that tighten how quickly the platform reviews UK flags of illegal hate and terror content
#X #Ofcom #OnlineSafety #UK #ContentModeration #HateSpeech #SocialMedia
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https://winbuzzer.com/2026/05/17/x-commits-24-hour-uk-hate-flag-reviews-ofcom-deal-xcxwbn/
X has agreed an enforceable package of operational commitments with the UK regulator Ofcom that tighten how quickly the platform reviews UK flags of illegal hate and terror content
#X #Ofcom #OnlineSafety #UK #ContentModeration #HateSpeech #SocialMedia
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https://winbuzzer.com/2026/05/17/x-commits-24-hour-uk-hate-flag-reviews-ofcom-deal-xcxwbn/
X has agreed an enforceable package of operational commitments with the UK regulator Ofcom that tighten how quickly the platform reviews UK flags of illegal hate and terror content
#X #Ofcom #OnlineSafety #UK #ContentModeration #HateSpeech #SocialMedia
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https://winbuzzer.com/2026/05/17/x-commits-24-hour-uk-hate-flag-reviews-ofcom-deal-xcxwbn/
X has agreed an enforceable package of operational commitments with the UK regulator Ofcom that tighten how quickly the platform reviews UK flags of illegal hate and terror content
#X #Ofcom #OnlineSafety #UK #ContentModeration #HateSpeech #SocialMedia
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https://winbuzzer.com/2026/05/17/x-commits-24-hour-uk-hate-flag-reviews-ofcom-deal-xcxwbn/
X has agreed an enforceable package of operational commitments with the UK regulator Ofcom that tighten how quickly the platform reviews UK flags of illegal hate and terror content
#X #Ofcom #OnlineSafety #UK #ContentModeration #HateSpeech #SocialMedia
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https://www.europesays.com/people/65850/ Von der Leyen, Hillary Clinton back new push to childproof AI – POLITICO #Accountability #ArtificialIntelligence #ConsumerPolicy #ContentModeration #Denmark #DigitalServicesAct #MargretheVestager #Media #MetteFrederiksen #Platforms #regulation #Research #Safety #SocialMedia #Technology #UnitedStates #UrsulaVonDerLeyen #Youth
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Search Engine Land: Why Facebook account lockouts are rising and what’s driving them. “Over the past few months, a growing number of users have reported being locked out of their Facebook accounts — often suddenly, and sometimes permanently. What used to feel like a rare inconvenience has become a widespread frustration, affecting everyday users, creators, and business owners alike. So […]
https://rbfirehose.com/2026/05/10/search-engine-land-why-facebook-account-lockouts-are-rising-and-whats-driving-them/ -
Search Engine Land: Why Facebook account lockouts are rising and what’s driving them. “Over the past few months, a growing number of users have reported being locked out of their Facebook accounts — often suddenly, and sometimes permanently. What used to feel like a rare inconvenience has become a widespread frustration, affecting everyday users, creators, and business owners alike. So […]
https://rbfirehose.com/2026/05/10/search-engine-land-why-facebook-account-lockouts-are-rising-and-whats-driving-them/ -
Search Engine Land: Why Facebook account lockouts are rising and what’s driving them. “Over the past few months, a growing number of users have reported being locked out of their Facebook accounts — often suddenly, and sometimes permanently. What used to feel like a rare inconvenience has become a widespread frustration, affecting everyday users, creators, and business owners alike. So […]
https://rbfirehose.com/2026/05/10/search-engine-land-why-facebook-account-lockouts-are-rising-and-whats-driving-them/ -
Search Engine Land: Why Facebook account lockouts are rising and what’s driving them. “Over the past few months, a growing number of users have reported being locked out of their Facebook accounts — often suddenly, and sometimes permanently. What used to feel like a rare inconvenience has become a widespread frustration, affecting everyday users, creators, and business owners alike. So […]
https://rbfirehose.com/2026/05/10/search-engine-land-why-facebook-account-lockouts-are-rising-and-whats-driving-them/ -
Search Engine Land: Why Facebook account lockouts are rising and what’s driving them. “Over the past few months, a growing number of users have reported being locked out of their Facebook accounts — often suddenly, and sometimes permanently. What used to feel like a rare inconvenience has become a widespread frustration, affecting everyday users, creators, and business owners alike. So […]
https://rbfirehose.com/2026/05/10/search-engine-land-why-facebook-account-lockouts-are-rising-and-whats-driving-them/ -
https://youtu.be/ZZxhHVDE3ag?si=WQCXARuKSa4tyATm
Hasanabi BANNED from Twitch AGAIN: Free Speech Under Fire?
#Hasanabi #TwitchBan #HasanPiker #FreeSpeech #TwitchDrama #PoliticalStreaming #TwitchNews #ContentModeration #StreamingControversy #TwitchRules #HasanBanned #InternetDrama #SocialMediaNews #StreamingCommunity
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"On Thursday, Meta’s Oversight Board, a quasi-independent body that reviews the social media giant’s moderation practices, ruled that “Community Notes” are not a proper substitute for its fact-checking program.
In a new “policy advisory opinion,” the Board expressed concerns about how effective Community Notes would be in a litany of circumstances, “including in repressive human rights regimes, in particular electoral contexts and in ongoing crisis and conflict situations.” Overall, the Board warned that expanding Community Notes outside the U.S. could “pose significant human rights risks and contribute to tangible harms that Meta has a responsibility to avoid or remedy.”
In January 2025, Meta announced it was getting rid of its fact-checking program in the U.S. Launched a decade ago, the program relied on a network of third-party fact-checkers to verify content and flag disinformation. These partnerships with news and civil society organizations have been essential to the platform’s moderation practices on Meta, Instagram, and Threads."
#SocialMedia #Meta #CommunityNotes #FactChecking #ContentModeration
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"On Thursday, Meta’s Oversight Board, a quasi-independent body that reviews the social media giant’s moderation practices, ruled that “Community Notes” are not a proper substitute for its fact-checking program.
In a new “policy advisory opinion,” the Board expressed concerns about how effective Community Notes would be in a litany of circumstances, “including in repressive human rights regimes, in particular electoral contexts and in ongoing crisis and conflict situations.” Overall, the Board warned that expanding Community Notes outside the U.S. could “pose significant human rights risks and contribute to tangible harms that Meta has a responsibility to avoid or remedy.”
In January 2025, Meta announced it was getting rid of its fact-checking program in the U.S. Launched a decade ago, the program relied on a network of third-party fact-checkers to verify content and flag disinformation. These partnerships with news and civil society organizations have been essential to the platform’s moderation practices on Meta, Instagram, and Threads."
#SocialMedia #Meta #CommunityNotes #FactChecking #ContentModeration
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"On Thursday, Meta’s Oversight Board, a quasi-independent body that reviews the social media giant’s moderation practices, ruled that “Community Notes” are not a proper substitute for its fact-checking program.
In a new “policy advisory opinion,” the Board expressed concerns about how effective Community Notes would be in a litany of circumstances, “including in repressive human rights regimes, in particular electoral contexts and in ongoing crisis and conflict situations.” Overall, the Board warned that expanding Community Notes outside the U.S. could “pose significant human rights risks and contribute to tangible harms that Meta has a responsibility to avoid or remedy.”
In January 2025, Meta announced it was getting rid of its fact-checking program in the U.S. Launched a decade ago, the program relied on a network of third-party fact-checkers to verify content and flag disinformation. These partnerships with news and civil society organizations have been essential to the platform’s moderation practices on Meta, Instagram, and Threads."
#SocialMedia #Meta #CommunityNotes #FactChecking #ContentModeration
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"On Thursday, Meta’s Oversight Board, a quasi-independent body that reviews the social media giant’s moderation practices, ruled that “Community Notes” are not a proper substitute for its fact-checking program.
In a new “policy advisory opinion,” the Board expressed concerns about how effective Community Notes would be in a litany of circumstances, “including in repressive human rights regimes, in particular electoral contexts and in ongoing crisis and conflict situations.” Overall, the Board warned that expanding Community Notes outside the U.S. could “pose significant human rights risks and contribute to tangible harms that Meta has a responsibility to avoid or remedy.”
In January 2025, Meta announced it was getting rid of its fact-checking program in the U.S. Launched a decade ago, the program relied on a network of third-party fact-checkers to verify content and flag disinformation. These partnerships with news and civil society organizations have been essential to the platform’s moderation practices on Meta, Instagram, and Threads."
#SocialMedia #Meta #CommunityNotes #FactChecking #ContentModeration
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"On Thursday, Meta’s Oversight Board, a quasi-independent body that reviews the social media giant’s moderation practices, ruled that “Community Notes” are not a proper substitute for its fact-checking program.
In a new “policy advisory opinion,” the Board expressed concerns about how effective Community Notes would be in a litany of circumstances, “including in repressive human rights regimes, in particular electoral contexts and in ongoing crisis and conflict situations.” Overall, the Board warned that expanding Community Notes outside the U.S. could “pose significant human rights risks and contribute to tangible harms that Meta has a responsibility to avoid or remedy.”
In January 2025, Meta announced it was getting rid of its fact-checking program in the U.S. Launched a decade ago, the program relied on a network of third-party fact-checkers to verify content and flag disinformation. These partnerships with news and civil society organizations have been essential to the platform’s moderation practices on Meta, Instagram, and Threads."
#SocialMedia #Meta #CommunityNotes #FactChecking #ContentModeration
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University of Washington: Community Notes help reduce the virality of false information on X, study finds. “A University of Washington-led study of X found that posts with Community Notes attached were less prone to going viral and got less engagement. After getting a Community Note, on average, reposts dropped 46% and likes dropped 44%. “
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University of Washington: Community Notes help reduce the virality of false information on X, study finds. “A University of Washington-led study of X found that posts with Community Notes attached were less prone to going viral and got less engagement. After getting a Community Note, on average, reposts dropped 46% and likes dropped 44%. “
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University of Washington: Community Notes help reduce the virality of false information on X, study finds. “A University of Washington-led study of X found that posts with Community Notes attached were less prone to going viral and got less engagement. After getting a Community Note, on average, reposts dropped 46% and likes dropped 44%. “
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Meta Expands Community Notes, Will Now Alert Users Who Interacted With Corrected Posts
#Meta #CommunityNotes #ContentModeration #FactChecking #SocialMedia #Facebook #Instagram #Threads
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Meta Expands Community Notes, Will Now Alert Users Who Interacted With Corrected Posts
#Meta #CommunityNotes #ContentModeration #FactChecking #SocialMedia #Facebook #Instagram #Threads
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Meta Expands Community Notes, Will Now Alert Users Who Interacted With Corrected Posts
#Meta #CommunityNotes #ContentModeration #FactChecking #SocialMedia #Facebook #Instagram #Threads
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Meta Expands Community Notes, Will Now Alert Users Who Interacted With Corrected Posts
#Meta #CommunityNotes #ContentModeration #FactChecking #SocialMedia #Facebook #Instagram #Threads
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Meta Expands Community Notes, Will Now Alert Users Who Interacted With Corrected Posts
#Meta #CommunityNotes #ContentModeration #FactChecking #SocialMedia #Facebook #Instagram #Threads
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Meta's opening up Community Notes to *everyone* for rating & requesting, plus notifications if posts you've engaged with get a note. Is this genuinely helpful for battling misinformation, or just more digital noise? 🤔 #Meta #CommunityNotes #SocialMedia #ContentModeration #TechNews
https://www.engadget.com/social-media/meta-tests-letting-anyone-rate-community-notes-201208279.html?src=rss -
Android Authority: Google Maps taps Gemini to crack down on political vandalism and spammy reviews. “What’s a little more interesting is how Google also says that it’s using Gemini in Maps to block attempts to vandalize place names. This one we don’t hear about quite so often, but every once in a while one slips through and makes the news, like it did back in 2016 with New York City’s […]
https://rbfirehose.com/2026/04/17/android-authority-google-maps-taps-gemini-to-crack-down-on-political-vandalism-and-spammy-reviews/ -
Android Authority: Google Maps taps Gemini to crack down on political vandalism and spammy reviews. “What’s a little more interesting is how Google also says that it’s using Gemini in Maps to block attempts to vandalize place names. This one we don’t hear about quite so often, but every once in a while one slips through and makes the news, like it did back in 2016 with New York City’s […]
https://rbfirehose.com/2026/04/17/android-authority-google-maps-taps-gemini-to-crack-down-on-political-vandalism-and-spammy-reviews/ -
Android Authority: Google Maps taps Gemini to crack down on political vandalism and spammy reviews. “What’s a little more interesting is how Google also says that it’s using Gemini in Maps to block attempts to vandalize place names. This one we don’t hear about quite so often, but every once in a while one slips through and makes the news, like it did back in 2016 with New York City’s […]
https://rbfirehose.com/2026/04/17/android-authority-google-maps-taps-gemini-to-crack-down-on-political-vandalism-and-spammy-reviews/ -
Android Authority: Google Maps taps Gemini to crack down on political vandalism and spammy reviews. “What’s a little more interesting is how Google also says that it’s using Gemini in Maps to block attempts to vandalize place names. This one we don’t hear about quite so often, but every once in a while one slips through and makes the news, like it did back in 2016 with New York City’s […]
https://rbfirehose.com/2026/04/17/android-authority-google-maps-taps-gemini-to-crack-down-on-political-vandalism-and-spammy-reviews/ -
Android Authority: Google Maps taps Gemini to crack down on political vandalism and spammy reviews. “What’s a little more interesting is how Google also says that it’s using Gemini in Maps to block attempts to vandalize place names. This one we don’t hear about quite so often, but every once in a while one slips through and makes the news, like it did back in 2016 with New York City’s […]
https://rbfirehose.com/2026/04/17/android-authority-google-maps-taps-gemini-to-crack-down-on-political-vandalism-and-spammy-reviews/ -
The UK is moving toward mandatory proactive detection of nonconsensual intimate images.
Under proposals backed by Keir Starmer, platforms must:
• Remove flagged content within 48 hours
• Prevent reuploads using hash matching
• Deploy proactive detection “at source”
• Face fines up to 10% of global revenueRegulator Ofcom is accelerating its decision on requiring technical enforcement mechanisms.
Technical considerations:
- Hash collision and false-positive risks
- Cross-platform hash database coordination
- Encryption vs scanning tradeoffs
- Abuse-report automation workflows
- AI-generated image detection accuracy
Is mandatory proactive scanning the future of online content governance?Source: https://therecord.media/united-kingdom-noncensual-images-fines
Drop your technical analysis below.
Follow @technadu for advanced cybersecurity and policy reporting.
#Infosec #DetectionEngineering #AIsecurity #HashMatching #ContentModeration #DigitalForensics #CyberPolicy #OnlineSafety #DeepfakeDetection #PrivacyEngineering #ThreatModeling #SecurityArchitecture
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The UK is moving toward mandatory proactive detection of nonconsensual intimate images.
Under proposals backed by Keir Starmer, platforms must:
• Remove flagged content within 48 hours
• Prevent reuploads using hash matching
• Deploy proactive detection “at source”
• Face fines up to 10% of global revenueRegulator Ofcom is accelerating its decision on requiring technical enforcement mechanisms.
Technical considerations:
- Hash collision and false-positive risks
- Cross-platform hash database coordination
- Encryption vs scanning tradeoffs
- Abuse-report automation workflows
- AI-generated image detection accuracy
Is mandatory proactive scanning the future of online content governance?Source: https://therecord.media/united-kingdom-noncensual-images-fines
Drop your technical analysis below.
Follow @technadu for advanced cybersecurity and policy reporting.
#Infosec #DetectionEngineering #AIsecurity #HashMatching #ContentModeration #DigitalForensics #CyberPolicy #OnlineSafety #DeepfakeDetection #PrivacyEngineering #ThreatModeling #SecurityArchitecture
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The UK is moving toward mandatory proactive detection of nonconsensual intimate images.
Under proposals backed by Keir Starmer, platforms must:
• Remove flagged content within 48 hours
• Prevent reuploads using hash matching
• Deploy proactive detection “at source”
• Face fines up to 10% of global revenueRegulator Ofcom is accelerating its decision on requiring technical enforcement mechanisms.
Technical considerations:
- Hash collision and false-positive risks
- Cross-platform hash database coordination
- Encryption vs scanning tradeoffs
- Abuse-report automation workflows
- AI-generated image detection accuracy
Is mandatory proactive scanning the future of online content governance?Source: https://therecord.media/united-kingdom-noncensual-images-fines
Drop your technical analysis below.
Follow @technadu for advanced cybersecurity and policy reporting.
#Infosec #DetectionEngineering #AIsecurity #HashMatching #ContentModeration #DigitalForensics #CyberPolicy #OnlineSafety #DeepfakeDetection #PrivacyEngineering #ThreatModeling #SecurityArchitecture
-
The UK is moving toward mandatory proactive detection of nonconsensual intimate images.
Under proposals backed by Keir Starmer, platforms must:
• Remove flagged content within 48 hours
• Prevent reuploads using hash matching
• Deploy proactive detection “at source”
• Face fines up to 10% of global revenueRegulator Ofcom is accelerating its decision on requiring technical enforcement mechanisms.
Technical considerations:
- Hash collision and false-positive risks
- Cross-platform hash database coordination
- Encryption vs scanning tradeoffs
- Abuse-report automation workflows
- AI-generated image detection accuracy
Is mandatory proactive scanning the future of online content governance?Source: https://therecord.media/united-kingdom-noncensual-images-fines
Drop your technical analysis below.
Follow @technadu for advanced cybersecurity and policy reporting.
#Infosec #DetectionEngineering #AIsecurity #HashMatching #ContentModeration #DigitalForensics #CyberPolicy #OnlineSafety #DeepfakeDetection #PrivacyEngineering #ThreatModeling #SecurityArchitecture
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UNPAID LABOR, ALGORITHMIC DENIAL, AND SYSTEMIC SABOTAGE
May 7, 2025YouTube built an empire on our free time, our passion, our technical investments—and above all, on a promise: “share what you love, and the audience will follow.” Thousands of independent creators believed it. So did I. For ten years, I invested, produced, commented, hosted, edited, imported, repaired—with discipline, ambition, and stubborn hope, all in the shadows. What I discovered wasn’t opportunity. It was silence. A system of invisible filters, algorithmic contempt, and structural sabotage. An economic machine built on the unpaid, uncredited labor of creators who believed they had a chance. A platform that shows your video to four people, then punishes you for not being “engaging” enough. This four-part investigation details what YouTube has truly cost me—in money, in time, in mental health, and in collective momentum. Every number is cross-checked. Every claim is lived. Every example is documented. This is not a rant. It’s a report from inside the wreckage.
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INVISIBLE COMMENTS: 33,000 CONTRIBUTIONS THROWN IN THE TRASHAs part of my investigation, I decided to calculate what I’ve lost on YouTube. Not an easy task: if all my videos are shadowbanned, there’s no way to measure the value of that work through view counts. But I realized something else. The comments I leave on channels—whether they perform well or not—receive wildly different levels of visibility. It’s not unusual for one of my comments to get 500 likes and 25 replies within 24 hours. In other words, when I’m allowed to exist, I know how to draw attention.
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33,000 COMMENTS... FOR WHAT?In 10 years of using the platform, I’ve posted 33,000 comments. Each one crafted, thoughtful, polished, aimed at grabbing attention. It’s a real creative effort: to spontaneously come up with something insightful to say, every day, for a decade. I’ve contributed to the YouTube community through my likes, my reactions, my input. These comments—modest, yes, but genuine—have helped sustain and grow the platform. If each comment takes roughly 3 minutes to write, that’s 99,000 minutes of my life—60 days spent commenting non-stop. Two entire months. Two months talking into the void.
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ALGORITHMIC INVISIBILITYBy default, not all comments are shown. The “Top comments” filter displays only a select few. You have to manually click on “Newest first” to see the rest. The way "Top comments" are chosen remains vague, and there’s no indication of whether some comments are deliberately hidden. When you load a page, your own comment always appears first—but only to you. Officially, it’s for “ergonomics.” Unofficially, it gives you the illusion that your opinion matters. I estimate that, on average, one out of six comments is invisible to other users. By comparing visible and hidden replies, a simple estimate emerges: over the course of 12 months, 2 months’ worth of comments go straight to the trash.
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TWO MONTHS A YEAR WRITING INTO THE VOIDIf I’ve spent 60 days commenting over 10 years, that averages out to 6 days per year. Roughly 12 hours of writing every month. So each year, I’m condemned to 1 full day (out of 6) of content invisibilized (while 5 out of 6 remains visible), dumped into a void of discarded contributions. I’m not claiming every comment I write is essential, but the complete lack of notification and the arbitrary nature of this filtering raise both moral and legal concerns. To clarify: if two months of total usage equal 24 hours of actual writing, that’s because I don’t use YouTube continuously. These 24 hours spread across two months mean I spend about 24 minutes per day writing. And if writing time represents just one-fifth of my overall engagement — including watching — that adds up to more than 2.5 hours per day on the platform. Every single day. For ten years. That’s not passive use — it’s sustained, intensive participation. On average, this means that 15 to 20% of my time spent writing comments is dumped into a virtual landfill. In my case, that’s 24 hours of annual activity wiped out. But the proportion is what matters — it scales with your usage. You see the problem.
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THE BIG PLAYERS RISE, THE REST ARE ERASEDFrom what I’ve observed, most major YouTubers benefit from a system that automatically boosts superficial comments to the top. The algorithm favors them. It’s always the same pattern: the system benefits a few, at the expense of everyone else.
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AN IGNORED EDITORIAL VALUEIn print journalism, a 1,500-word exclusive freelance piece is typically valued at around €300. Most YouTube comments are a few lines long—maybe 25 words. Mine often exceed 250 words. That’s ten times the average length, and far more structured. They’re not throwaway reactions, but crafted contributions: thoughtful, contextual, engaging. If we apply the same rate, then 30 such comments ≈ €1,500. It’s a bold comparison—but a fair one, when you account for quality, relevance, and editorial intent. 33,000 comments = €1,650,000 of unpaid contribution to YouTube. YouTube never rewards this kind of engagement. It doesn’t promote channels where you comment frequently. The platform isn’t designed to recognize individuals. It’s designed to extract value—for itself.
¯#DigitalLabor #InvisibleWork #ContentModeration #PlatformCapitalism #TechCriticism #UserEngagement
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THE ALGORITHM VS. THE HUMAN MIND: A LOSING BATTLE
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NO RECOGNITION FOR THE AUTHORYouTube does not reward consistency, insight, or author reputation. A comment may become a “top comment” for a day, only to vanish the next. There’s no memory, no history of editorial value. The platform doesn’t surface authors who contribute regularly with structured, relevant input. There's no path for authorship to emerge or be noticed. The “like” system favors early commenters — the infamous firsts — who write “first,” “early,” or “30 seconds in” just after a video drops. These are the comments that rise to the top. Readers interact with the text, not the person behind it. This is by design. YouTube wants engagement to stay contained within the content creator’s channel, not spread toward the audience. A well-written comment should not amplify a small creator’s reach — that would disrupt the platform’s control over audience flow.
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USERS WHO’VE STOPPED THINKINGThe algorithm trains people to wait for suggestions. Most users no longer take the initiative to explore or support anyone unless pushed by the system. Even when someone says something exceptional, the response remains cold. The author is just a font — not a presence. A familiar avatar doesn’t trigger curiosity. On these platforms, people follow only the already-famous. Anonymity is devalued by default. Most users would rather post their own comment (that no one will ever read) than reply to others. Interaction is solitary. YouTube, by design, encourages people to think only about themselves.
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ZERO MODERATION FOR SMALL CREATORSSmall creators have no support when it comes to moderation. In low-traffic streams, there's no way to filter harassment or mockery. Trolls can show up just to enjoy someone else's failure — and nothing stops them. Unlike big streamers who can appoint moderators, smaller channels lack both the tools and the visibility to protect themselves. YouTube provides no built-in safety net, even though these creators are often the most exposed.
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EXTERNAL LINKS ARE SABOTAGEDTrying to drive traffic to your own website? In the “About” section, YouTube adds a warning label to every external link: “You’re about to leave YouTube. This site may be unsafe.” It looks like an antivirus alert — not a routine redirect. It scares away casual users. And even if someone knows better, they still have to click again to confirm. That’s not protection — it’s manufactured discouragement. This cheap shot, disguised as safety, serves a single purpose: preventing viewers from leaving the ecosystem. YouTube has no authority to determine what is or isn’t a “safe” site beyond its own platform.
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HUMANS CAN’T OUTPERFORM THE MACHINEAt every level, the human loses. You can’t outsmart an algorithm that filters, sorts, buries. You can’t even decide who you want to support: the system always intervenes. Talent alone isn’t enough. Courage isn’t enough. You need to break through a machine built to elevate the dominant and bury the rest. YouTube claims to be a platform for expression. But what it really offers is a simulated discovery engine — locked down and heavily policed.
¯#YouTubeCritique #AlgorithmicBias #DigitalLabour #IndieCreators #Shadowbanning #ContentModeration #PlatformJustice #AudienceManipulation
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Meanwhile on the #hellhole that is #acebook Users Are Free to Post “Mexican Immigrants Are Trash!” or “Trans People Are Immoral”. Still being on Facebook is starting to feel a lot like still being on Twitter. https://theintercept.com/2025/01/09/facebook-instagram-meta-hate-speech-content-moderation/ #FacebookExit #Meta #hateSpeech #contentModeration #byeByeFacebook