Sophia is a student at Harvard Law School and a member of the Labor and Employment Lab.
In today’s news and commentary, calls for a “token tax” on AI consumption grow and the number of Amazon workers receiving federal aid has tripled between 2020 and 2025.
Concerns over AI’s effects on human jobs continue to grow. For the first time, over 50 percent of young adults (under age 30) say they are more concerned than excited about AI, according to a new survey by Pew Research Center. Echoing these fears, Bill Gates and executives from Bridgewater Associates have both called for a “token tax” to disincentivize replacing human labor with machine labor. An AI token is a small unit of data broken down from a large chunk of information that AI models process and generate. When businesses use enterprise versions of AI systems, they pay for each token. In other words, the price of a token is essentially the “wage paid for machine labor.” Under the current tax system, companies can typically write off the cost of buying a robot, like paying for an AI model, as a business expense, whereas employers must pay payroll taxes on employees. Gates and the Bridgwater executives both argue that the use of AI tokens and robots should be subject to a consumption tax in order to make tax policy stop incentivizing employers to replace human labor with machines. These arguments parallel the AI Tax and Work Protection Act introduced by U.S. Representative Greg Casar (D-TX) earlier this month.
A report released by the U.S. Government Accountability Office last month showed that the number of gig workers receiving federal assistance has skyrocketed since 2020. While Walmart employed the most adult workers receiving SNAP benefits in certain states in 2020, in 2025 app-based food delivery and ride-hailing platforms including Uber, Lyft, DoorDash, Grubhub, and Instacart surpassed Walmart as the top employer of workers on food stamps. App-based gig workers have also increasingly enrolled in Medicaid. Since 2020, app-based food delivery and ride-hailing platforms have surpassed McDonald’s and Dollar Tree to rank in the top three employers of non-disabled, non-elderly adult Medicaid recipients. In a written statement, Senator Bernie Sanders (I-Vermont) wrote: “American taxpayers should not be forced to subsidize the starvation wages of large corporations like Walmart and Amazon.”
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August 28
Calls for a “token tax” on AI consumption grow and the number of Amazon workers on federal aid explodes.
August 27
NLRB GC targets Biden-era precedent; Starbucks Workers United calls for boycott; Encore Boston Harbor workers authorize strike
August 26
Trump administration proposes $103,000 H-1B visa fee after court blocks earlier attempt; Illinois governor signs law enabling state investment in AFL-CIO housing trust; Deloitte pays $21.5 million to settle DOJ probe alleging DEI-related discrimination in federal contracts.
August 25
Hyundai workers reach a tentative agreement; Federal-sector unions sue the Trump Administration over OPM rule changes; Federal judge dismisses a teachers’ union free speech suit.
August 24
Boeing engineers and technicians reject contract proposals and authorize a strike; Ninth Circuit holds that unions charged under 8(b)(4)(D) cannot invoke the work-preservation defense to disregard 10(k) determination.
August 23
Hyundai Motors workers launch full-day strike; federal judge rules in favor of Vermont dairy plant in closure dispute