Abstract
As artificial intelligence reshapes literacy education, teachers face the challenge of preparing students to engage critically with new technologies while honoring the cultural and community knowledge they bring to the classroom. This article proposes a critical, place-based pedagogical framework rooted in rural Appalachian literacy traditions as a means of guiding students toward reflective engagement with AI — particularly large language models (LLMs). Drawing on the theoretical foundations of Freire's critical pedagogy, Giroux's cultural literacy framework, and place-based education, we examine historical Appalachian literacy practices as models for resisting the standardizing and dehumanizing tendencies of AI-generated writing. We then outline a practical classroom unit centered on letter writing that asks students to compare human-composed writing with AI-generated text, evaluate issues of voice, authenticity, and academic integrity, and consider how AI may threaten or misrepresent rural Appalachian identity and culture. In connecting old literacy practices with new technological challenges, we argue that place-based pedagogy offers both a critical lens and a community-centered foundation for equitable AI literacy instruction in rural classrooms.
Recommended Citation
Biviano, Amanda; Rayne, Anna Marie; Hubbard, Paige; Alvarez, Maya; Stiles, Brooke; and Giocondo, Isabella
(2026)
"From Pack Horse Librarians to Large Language Models: Grounding AI Literacy in Appalachian Place and Community,"
Virginia English Journal: Vol. 74:
Iss.
2, Article 3.
Available at:
https://digitalcommons.bridgewater.edu/vej/vol74/iss2/3
Included in
Curriculum and Instruction Commons, English Language and Literature Commons, Language and Literacy Education Commons