Librarians Lead Grassroots AI Opt-Outs

A growing movement of library patrons is seeking out technical guidance on how to strip artificial intelligence features from their personal devices. These sessions, organized by librarians across the United States, reflect a rising trend of users attempting to reclaim agency over their hardware as generative software becomes increasingly integrated into consumer platforms.

Reclaiming Digital Autonomy

The movement began in Maine, where librarian Hannah Cyrus observed a shift in the nature of technology inquiries from the public. Patrons were frequently asking how to disable specific automated functions, such as email summarization, that they found intrusive or unnecessary. Recognizing the disconnect between user preferences and the aggressive deployment of these tools, Cyrus developed a curriculum aimed at demystifying the underlying technology and providing clear, actionable steps for disabling features they did not solicit.

This initiative resonated far beyond her local community. After publishing a journal article documenting her approach, she received inquiries from dozens of librarians worldwide eager to replicate the model. The workshops typically cover foundational explanations of how these systems function, followed by a guided walkthrough of settings menus on various platforms.

Unprecedented Public Interest

The demand for these sessions has consistently exceeded expectations. While standard introductory computer classes often attract roughly a dozen participants, the Avoiding AI workshops have seen significantly higher engagement, sometimes requiring waitlists and the addition of livestreaming capabilities to accommodate the interest.

• Approximately 70 people attended each of the first two workshops hosted by Cyrus, including those joining via Zoom.
• One social media post regarding a workshop in Philadelphia generated over 2,000 likes and 220 shares.
• Workshop registration in some instances was capped at 30 people due to overwhelming demand.

Charlie Bailey, a librarian in South Philadelphia who adopted the program, noted that the high level of interest signals a widespread desire for greater control over personal technology. During his sessions, attendees are encouraged to share their own methods for avoiding automated tools, such as utilizing specific search modifiers to filter out AI-generated results.

The Strains of Forced Adoption

For many participants, the resistance to these tools is rooted in broader concerns about environmental impact, data privacy, and the influence of corporations on daily life. Attendees at these sessions emphasize that their goal is not the total rejection of technological progress, but rather the ability to choose how, when, and where such tools are applied to their activities.

I think the forced adoption of AI on people’s devices might be the straw that’s breaking the camel’s back in some ways. The awareness has been growing for a long time that these products and these companies that make them have an outsized influence over us, and that we’re not really using these products in the way that we would like to.

— Hannah Cyrus, a librarian in Maine

Broader Implications for Users

These workshops highlight a potentially significant gap between the pace of software updates deployed by major tech firms and the actual utility desired by end users. As digital literacy evolves to include the active management of automated features, the role of public information professionals may increasingly focus on helping users navigate this landscape. For businesses and technology developers, the trend suggests that ignoring user preference for manual control could lead to a persistent segment of the user base actively seeking ways to circumvent integrated features, potentially complicating the broader adoption cycle for new AI products.