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This settlement represents a significant policy shift for Meta, mandating specific age assurance metrics and restricting algorithmic personalization for minors, which directly impacts how recommendation systems are deployed in regulated environments. The requirement for independent testing of these standards with strict false positive thresholds sets a new precedent for accountability in AI-driven content delivery to vulnerable demographics.
Meta agrees to heavy restrictions on teen users in major lawsuit settlement

Mark Zuckerberg. | Image: Cath Virginia / The Verge, Getty Images Meta settled its latest kids online safety trial with a group of 29 state attorneys general, sparing it from the remainder of a trial that could have cost it hundreds of billions of dollars. Under the terms of the settlement, which resolves claims by a larger group of 47 states and several districts and territories, Meta agreed to come up with an age assurance standard that is subject to independent testing, and must have a false positive rate no higher than 10 percent for users aged 16 to 17, and 3 percent for users aged 13 to 15. The company also agreed to give teens the option to turn off personalized feeds, meaning that they won't be s … Read the full story at The Verge.
It agreed to independent testing of age assurance standards. It agreed to independent testing of age assurance standards. is a senior policy reporter…
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