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Algorithm Regulation· 4 min read· in Business

Multi-State Lawsuit Targets Meta's Core Algorithm, Seeking Deletion and Scroll Limits

A coalition of U.S. states is taking Meta to trial, seeking to force the deletion of recommendation algorithms and the removal of infinite scroll features. The case marks a major shift in tech regulation, targeting the mechanical design of social media platforms rather than traditional antitrust concerns.

By Simran Chawla

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The common misconception is that the latest multi-state lawsuit against Meta is just another antitrust battle or a privacy slap on the wrist that will end in a manageable fine. The reality is far more structural. A coalition of states is attempting to legally force the deletion of the core recommendation algorithms that power the modern attention economy, targeting the mechanical design of the platforms rather than their market dominance.[2]

The trial, which began jury selection in a federal court in Oakland this week, carries a theoretical maximum penalty of $1.4 trillion. However, the true threat to Meta's $1.5 trillion market capitalization isn't the headline financial figure. It is the sweeping nationwide conduct injunctions sought by the attorneys general of California, Colorado, Kentucky, and New Jersey.[1][3][6]

These states are asking U.S. District Judge Yvonne Gonzalez Rogers to mandate the removal of infinite scroll features, enforce strict age restrictions, and require the outright deletion of any artificial intelligence models trained or built using children's data. Furthermore, they want the court to direct Meta to alter its content recommendation algorithms to prioritize user well-being over engagement metrics.[2][6][7]

The structural changes sought by the coalition of state attorneys general.

The plaintiffs claim that Meta deliberately designed features like the "like" button and infinite scrolling to maximize engagement at the expense of user safety. The core argument is that the company prioritized ad revenue over the health of young users, deploying mechanics that encourage compulsive use and disrupt education and sleep.[4][8]

For Meta, the recommendation algorithm is the engine of its advertising inventory. By prioritizing engagement, the system maximizes the duration users spend on the platform, which directly correlates to the number of ad impressions served and the resulting revenue generated.[6][8]

If the court forces Meta to alter its algorithm to optimize for a subjective metric like "well-being," it would disrupt the fundamental feedback loop of the company's advertising machine. This represents a pivot in U.S. technology regulation, moving beyond traditional corporate breakups to scrutinize the actual mechanics of digital products.[2][6]

What remains untested is how a court can practically mandate and measure an algorithm's optimization for well-being. The states are seeking remedies that would directly dictate how Meta operates its products, a move that could give governments a new route for influencing how major technology platforms are built.[2]

Meta strongly disputes the allegations. The company argues that it has invested heavily in protections for teenagers and that the states offer no proof that benign features like infinite scroll inherently harm residents. A spokesperson stated that the company looks forward to presenting evidence of its longstanding commitment to supporting young people.[1][3][4][7]

Meta disputes the allegations, arguing it has invested heavily in safety features for young users.

Alongside the design claims, a broader coalition of 29 states alleges that Meta violated the Children's Online Privacy Protection Act (COPPA). They claim the company knowingly collected personal information from users under the age of 13 without obtaining parental consent.[1][2][4][8]

Meta has already faced significant setbacks in similar recent cases. Earlier this month, a New Mexico judge ordered the company to pay $567 million and implement product changes after finding it liable for exacerbating a youth mental health crisis. In a separate landmark trial in March, a Los Angeles jury awarded $6 million to a teenager, finding Meta and YouTube responsible for social media addiction.[3][4]

The Oakland trial serves as a bellwether case in a massive multidistrict litigation effort. It consolidates thousands of similar lawsuits filed by school districts, individuals, and municipalities to create consistency in evidence gathering and avoid duplication.[8]

The Oakland trial serves as a bellwether for thousands of similar cases filed nationwide.

Judge Rogers has made the unusual decision to convene an advisory jury for the trial. While advisory juries are rarely used and the judge is not bound to adopt their conclusions, they will render findings on specific issues that Rogers will use as a reference for her final judgment in October.[6]

The stakes extend far beyond Meta's headquarters in Menlo Park. If the states succeed in securing these injunctions, the resulting mandates could establish a new legal baseline for product design across the entire social media sector.[2][3]

Competitors like TikTok, YouTube, and Snapchat are watching closely. A ruling that successfully regulates engagement features and recommendation algorithms could fundamentally rewrite the rules of engagement for the creator economy and retail media networks nationwide.[2][8]

Key points

  • A multi-state coalition is taking Meta to trial in Oakland, seeking to force the deletion of algorithms trained on children's data.
  • The states want a federal judge to mandate the removal of infinite scroll and enforce strict age restrictions.
  • Plaintiffs argue Meta prioritized ad revenue and engagement over the well-being of young users.
  • Meta disputes the claims, stating it has invested heavily in teen safety and that the features are benign.

Unanswered questions

  • How a court could practically enforce or measure an algorithm's optimization for 'well-being' over engagement.
  • Whether the advisory jury's findings will heavily influence Judge Rogers' final ruling expected in October.
  • How a ruling against Meta would immediately impact the product designs of competitors like TikTok and YouTube.

How we got here

  1. Late 2021

    Internal documents dubbed the 'Facebook Files' are leaked, triggering a joint investigation by dozens of state attorneys general.

  2. October 2023

    A coalition of states files a sweeping lawsuit alleging Meta deliberately designed features to addict young users.

  3. March 2026

    A Los Angeles jury awards $6 million to a teenager, finding Meta and YouTube responsible for social media addiction.

  4. August 2026

    A New Mexico judge orders Meta to pay $567 million and implement product changes in a related state case.

  5. August 12, 2026

    Jury selection begins in the federal bellwether trial in Oakland, California.

State Regulators 40%Meta Defense 30%Legal Analysts 30%
State Regulators
Argue that engagement-driven algorithms harm minors and must be restricted by law.
Meta Defense
Maintains that platform features are benign and that the company prioritizes user safety.
Legal Analysts
Focus on the unprecedented nature of using consumer protection laws to dictate software design.

Perspectives this story doesn't cover

  • Digital rights advocates concerned about the free speech implications of government-mandated algorithm changes.
  • Advertisers and creators whose revenue relies on the current engagement-based algorithmic models.

Sources

Source coverage

8 outlets

3 viewpoints surfaced

State Regulators 40%Meta Defense 30%Legal Analysts 30%
  1. [1]EngadgetMeta Defense

    Meta Faces A $1.4 Trillion Reckoning In Latest Trial Over Social Media Addiction

    Read on Engadget →
  2. [2]PYMNTSState Regulators

    The U.S. push to rein in Big Tech is moving beyond traditional antitrust battles

    Read on PYMNTS →
  3. [3]New Indian ExpressMeta Defense

    States take Meta to trial in California in the biggest fight yet over social media harms to children

    Read on New Indian Express →
  4. [4]American Bazaar OnlineMeta Defense

    Meta is set to fight against the lawsuits filed by a group of state attorneys general

    Read on American Bazaar Online →
  5. [5]WFTVLegal Analysts

    States take Meta to trial in California in the biggest fight yet over social media harms to children

    Read on WFTV →
  6. [6]MoomooLegal Analysts

    Meta Platforms faces trial in California over social media addiction

    Read on Moomoo →
  7. [7]Channel News AsiaState Regulators

    States want Meta to implement age restrictions on users, delete all algorithms

    Read on Channel News Asia →
  8. [8]WVXUState Regulators

    Meta will head into federal court on Tuesday to fend off accusations from a group of state attorneys general

    Read on WVXU →
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