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Asymmetry of Algorithmic Agency: When AI Makes Decisions for You, You Don't Even Have the Right to Oppose

As AI increasingly makes decisions on our behalf, a critical asymmetry emerges: the entities deploying these systems understand and refine their algorithms, while individuals merely endure the consequences. This article explores the three layers of this "algorithmic agency asymmetry." First, opacity shields system goals, incentives, and flaws, creating a "black box fallacy" where outputs seem objective. Second, algorithms amplify historical biases, repackaging past inequalities in a seemingly neutral, computational form. Third, recursive systems lead to "algorithmic drift," where users train the system and are simultaneously trained by it, shaping their own choices and behaviors. This asymmetry has profound implications, extending into hiring, education, policing, and daily life. Users adapt to what the system rewards, but only see the end result—a score, recommendation, or price—without understanding the underlying logic or manipulated conditions. To rebalance this power dynamic, the article proposes policy interventions: 1) Meaningful transparency and explainability for users affected by AI decisions. 2) Enforceable impact assessments before deploying high-risk systems. 3) Genuine human oversight with the power to challenge outputs. 4) Mandatory post-deployment monitoring and auditing. 5) Outright bans on manipulative or exploitative systems. Finally, fostering widespread "algorithmic literacy" is essential public infrastructure. Ultimately, this asymmetry is a structural power imbalance. Good policy cannot eliminate it but can narrow the gap by making automated influence visible, contestable, auditable, and governable.

marsbit07/17 12:18

Asymmetry of Algorithmic Agency: When AI Makes Decisions for You, You Don't Even Have the Right to Oppose

marsbit07/17 12:18

At Meta, Taking Medical/Maternity Leave and Getting Laid Off by AI in the Blink of an Eye??

In the U.S., 26 current and former Meta employees have filed a lawsuit, alleging the company used an AI system to disproportionately select employees on legally protected leave—such as medical, parental, or disability accommodation—for recent layoffs. The 71-page complaint details cases where individuals, including one who received her termination email while on approved prenatal leave just days before giving birth, were reportedly chosen by an algorithmic "constellation" of tools. This system, which included performance metrics, activity monitoring, and AI usage dashboards, allegedly failed to account for periods of approved absence, interpreting leave as low productivity. Despite Meta's record revenue and massive planned AI investments, it announced layoffs affecting roughly 10% of its workforce. The plaintiffs seek a preliminary injunction to halt the layoffs and an independent audit of the AI selection process. Meta has denied the claims, stating personnel decisions are made by humans, not AI.

marsbit07/15 11:40

At Meta, Taking Medical/Maternity Leave and Getting Laid Off by AI in the Blink of an Eye??

marsbit07/15 11:40

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