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Topic

Content Moderation

Systems, staff and policies platforms use to review, restrict, remove or restore user-posted content, including appeal routes for affected accounts.

Current stories

investConfirmed4 publishers

Network School restricts Farcaster accounts over past posts on the day it buys the app from Neynar

Network School announced Thursday it bought Farcaster from Neynar, the platform's second change of hands this year. Users said accounts were restricted the same day, and the new owner writes the main app's rules while promising an open protocol.

Perspective Coverage

4 publishers
Builder
Builder 31%
Operator
Operator 36%
Investor
Investor 33%

Reality

Evidence55
Adoption
Not scored
Hype gap+30
Incentives60
Confidence65
investConfirmed3 publishers

Ofcom wants proof that X removes the illegal hate and terror posts it now reviews on time

Ofcom says X met its review-time targets but has not convinced it that illegal hate and terror posts come down. The Grok probe is moving toward a decision under rules that allow fines up to 10% of qualifying worldwide revenue.

Perspective Coverage

3 publishers
Builder
Builder 19%
Operator
Operator 38%
Investor
Investor 43%

Reality

Evidence55
Adoption
Not scored
Hype gap0
Incentives
Not scored
Confidence70
buildOne report1 publisher

Perspective API's shutdown turns error responses into clean 0.0 scores in Discourse's plugin

Google's Perspective API stops working after December 31, 2026. Paxmod, which sells a rival moderation API, says Discourse's official plugin scores an HTTP error as a clean 0.0, so posts would go through unflagged once calls start failing.

Publishers:dev.to

Reality

Evidence45
Adoption
Not scored
Hype gap+10
Incentives70
Confidence45
productOne report1 publisher

Harassment of women misidentified as Cornell's Jane Doe runs in the open on X and Substack

Lawyers for Cornell's Jane Doe say three women were falsely identified and harassed by people trying to unmask her. The Verge traces the hunt to X and Substack, mainstream platforms it says are doing nothing to stop it.

Publishers:theverge.com

Reality

Evidence55
Adoption
Not scored
Hype gap+10
Incentives50
Confidence50
leadershipOne report1 publisher

Meta's Oversight Board tells AI labs their new safety committees need the power to cause friction

Meta's Oversight Board issued six recommendations for the safety committees six AI companies, including Google and OpenAI, pledged last week. The accord behind the pledge would fill those committees with company directors, so the independence the board calls essential is in doubt from the start.

Publishers:nbcnews.com

Reality

Evidence55
Adoption
Not scored
Hype gap+5
Incentives50
Confidence60
buildConfirmed2 publishers

Musubi's open PolicyLM-1.7B reads a platform's moderation rules at inference time

Musubi released PolicyLM-1.7B under Apache-2.0 to score messages against a written policy in a reported 22 milliseconds on an H100. Teams can rewrite rules without retraining, though every speed and accuracy figure so far comes from Musubi's own tests.

Perspective Coverage

3 publishers
Builder
Builder 38%
Operator
Operator 37%
Investor
Investor 25%

Reality

Evidence45
Adoption10
Hype gap+25
Incentives70
Confidence60
productOne report1 publisher

AI 'comedian' accounts lift working comics' sets to steer Instagram viewers to OnlyFans

Tiffany Sloane, an AI 'comedian' on Instagram, drew about 375,000 followers in 24 days while steering viewers to an OnlyFans page. The working comics whose sets are copied onto these synthetic performers carry the cost of that reach.

Publishers:gizmodo.com

Reality

Evidence50
Adoption48
Hype gap+8
Incentives60
Confidence45
investConfirmed2 publishers

London court weighs how much moderation data Ofcom can force from Meta, TikTok and X

Meta, TikTok and X are fighting Ofcom in a London court over moderation data demands under a law that allows fines of up to 10% of global turnover. The ruling sets how much the platforms must count and hand over, a week before Meta separately contests how Ofcom calculates fees and penalties.

Perspective Coverage

5 publishers
Builder
Builder 23%
Operator
Operator 56%
Investor
Investor 21%

Reality

Evidence62
Adoption
Not scored
Hype gap0
Incentives42
Confidence68
securityOne report1 publisher

arXiv limits researchers to two submissions a month to protect its volunteer moderators

arXiv now limits each researcher to two submissions a calendar month and three active at once to curb a flood of AI-written papers. Moderators who once throttled heavy submitters at their own discretion now apply one fixed rule to every account.

Publishers:404media.co

Reality

Evidence58
Adoption65
Hype gap+12
Incentives40
Confidence60
scienceOne report1 publisher

Facebook health ads borrowing fringe-group wording drew more clicks in 11 of 12 tests

Researchers studying Australian Facebook groups found a vaccine-information ad drew about 52% more clicks when worded as a doubt-raising question. The paired design isolates wording well, though its outcome is the click, so any effect on trust or vaccination remains unmeasured.

Publishers:phys.org

Reality

Evidence50
Adoption
Not scored
Hype gap+25
Incentives40
Confidence45
securityConfirmed4 publishers

New Mexico asks for up to $40 billion after jury counts 43 million Meta violations

New Mexico asked a state judge for up to $40 billion from Meta after a jury found more than 43 million violations of its Unfair Practices Act. That is seven to eight times Meta's 2019 FTC settlement, sought over public statements about privacy and hate speech.

Publishers:channelnewsasia.com engadget.com news.bloomberglaw.com santafenewmexican.com

Perspective Coverage

4 publishers
Builder
Builder 10%
Operator
Operator 41%
Investor
Investor 49%

Reality

Evidence74
Adoption
Not scored
Hype gap+15
Incentives70
Confidence68
securityConfirmed5 publishers

New Mexico jury finds Facebook deceived users about data privacy nearly 44 million times

New Mexico jurors found Facebook broke the state's Unfair Practices Act nearly 44 million times, at up to $5,000 per violation. A judge sets the penalty in the coming weeks from findings that Facebook's public statements about data sharing misled its users.

Perspective Coverage

5 publishers
Builder
Builder 11%
Operator
Operator 45%
Investor
Investor 44%

Reality

Evidence72
Adoption
Not scored
Hype gap+20
Incentives55
Confidence66
buildOne report1 publisher

Ollama's new endpoint puts typed routing and moderation decisions on the local machine

Ollama 0.35 adds a /v1/systemone endpoint returning a choice, yes/no or score from models run on the device. Its 9B Nimble model matched human moderation labels 70.3% of the time in its maker's test, so each team still sets its own review threshold.

Publishers:runtimewire.com

Reality

Evidence45
Adoption
Not scored
Hype gap+20
Incentives60
Confidence45
productOne report1 publisher

Six of nine outside advisers quit Big Tech's counterterror group over a Meta-led plan to limit their scrutiny

Six of nine independent experts advising GIFCT, the tech industry's counterterrorism consortium, resigned Monday over a Meta-led plan to curb their scrutiny. GIFCT says the plan is not final. As drafted, the committee could still brief companies on violent trends but could not judge whether their efforts work.

Publishers:wired.com

Reality

Evidence62
Adoption
Not scored
Hype gap+10
Incentives70
Confidence58
productConfirmed3 publishers

Meta restored ads for the Musk documentary after its own appeal review had rejected them

Meta and YouTube reinstated ads for Alex Gibney's 'Musk' on Saturday, a day after a report that four platforms had refused them. For marketers working near politics, YouTube's fix came through its review queue and Meta's came in reply to a reporter.

Perspective Coverage

5 publishers
Builder
Builder 11%
Operator
Operator 68%
Investor
Investor 21%

Reality

Evidence66
Adoption
Not scored
Hype gap+20
Incentives55
Confidence62
leadershipOne report1 publisher

Reddit withholds suspected spam from the home feed while it reviews it

Reddit says holding suspected spam out of the main feed during review cut home-feed spam by 28% in testing, and it will also stop recommending accounts that were asked to prove a person is behind them and have not done so.

Reality

Evidence45
Adoption40
Hype gap+25
Incentives78
Confidence55

Earlier coverage

  1. The consent fight over AI faces is starting inside families

    Leadership · September 21, 2026 · One report1 publisher