Facebook: Social media adolescent addiction claims

Facebook, along with Instagram, is named in the 2023 multistate attorneys general complaint and the federal MDL No. 3047 litigation. While much of the public conversation around Meta has centered on Instagram, the allegations against Facebook focus heavily on how its recommendation feed, notifications, and social-validation features work together to drive extended use among minors.

The feed itself is part of the allegation

Facebook's main feed isn't a simple chronological list of posts from people a user follows. The complaint alleges Meta's recommendation systems track behavioral signals, including how long someone lingers on a post, and use that data to determine what to show next. It further alleges the system relies on unpredictable, variable-reward sequencing rather than a predictable order, so users can't anticipate what they'll see.

That personalization compounds over time. The more a user interacts with the feed, the more data the system has to keep tailoring content specifically to what holds that person's attention.

Features named alongside the algorithm

The complaint identifies several features that allegedly work in combination with the recommendation system:

• Infinite scroll, which removes the feed's natural endpoint
• Autoplay, which removes the need to actively choose the next video
• Push notifications, which bring users back after they've left the app
• Likes and reactions, which quantify social approval into a visible, checkable metric

Likes and notifications as a reinforcement loop

The complaint describes a social-validation cycle: a user posts, waits for reactions, checks the response, and posts or checks again in search of more engagement. Because the number of Likes a post receives is unpredictable, ranging from a handful to a viral response, that uncertainty is alleged to encourage repeated checking. 

Notifications extend that loop beyond a single session by prompting users to reopen Facebook after they've already logged off.

A record-setting settlement was just reached

On August 25 and 26, 2026, Meta reached a proposed $17.1 billion multistate settlement, still pending court approval, requiring structural changes to Facebook and Instagram for users under 18. The terms include a default two-hour daily time limit, an overnight access block, notification restrictions during school hours, removal of visible Like and reaction counts, an option to disable personalized recommendations, and prompted usage breaks at set intervals.

These changes track closely with the design issues raised in the litigation. A non-personalized feed option addresses the recommendation algorithm directly. Hiding Like counts addresses the social-validation mechanism. Default time limits address the infinite scroll and autoplay combination that made stopping difficult in the first place.

What Meta reportedly knew

The complaint alleges Meta understood that notifications, infinite scroll, autoplay, Likes, and algorithmic sequencing created a cumulative feedback loop that was difficult for young users to resist, and that engagement itself was treated as a core design objective. 

These remain allegations rather than court findings, but they form the basis for the ongoing litigation and the recent settlement. Testimony in the 2026 federal trial has also focused on internal Meta research and whether the company adequately responded to evidence concerning youth harm.

We can help you file a social media addiction claim

If your child developed a diagnosed mental health condition tied to Facebook's design, Atraxia Law can look into whether the circumstances fit the current litigation. We review the specific features involved in your child's Facebook use and help connect qualifying families with an attorney handling claims in the MDL. Contact Atraxia Law today to get your case evaluated.