Oct 2026· International Journal for Research in Applied Science and Engineering Technology· 0 citations
Abstract
First-generation undergraduates in Tamil Nadu often arrive at college with strong oral reasoning but little prior
exposure to the conventions of academic English. Many have studied in Tamil-medium schools, and few have a parent or older
sibling who can read a draft and say what is missing. Generative AI tools now offer them a reader at any hour. Yet unmediated
use can slide into outsourcing, where the tool writes and the student submits. This article examines a middle path: generative AI
positioned as teacher-guided feedback rather than as a text producer. Drawing on a qualitative multiple-case design in [two] arts
and science colleges in the Kongu region, we followed [n] first-generation undergraduates across a [12]-week writing module.
Teachers set explicit boundaries, modelled feedback-seeking prompts, and required students to keep a revision log showing what
they accepted, rejected or reworked. Data came from semi-structured interviews, draft histories, revision logs and teacher
reflective notes, analysed through reflexive thematic analysis. Four themes emerged: (1) from answer-seeking to questionasking, (2) the teacher as a trust anchor, (3) language as both bridge and barrier, and (4) the slow growth of evaluative
judgement. Students who used the tool within a teacher-framed routine reported greater confidence in planning and revising
their own arguments, while teacher mediation appeared central to preventing dependency. The study argues that the pedagogical
value of generative AI for first-generation writers lies less in the tool than in the feedback culture built around it. Implications
are offered for writing instruction, institutional AI policy and bilingual support in regional Indian higher education
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MIT News · Artificial Intelligence· news.mit.eduNov 2, 2026
The MIT professors collaborated to identify the first AI-discovered antibiotic, a scientific breakthrough that is widely recognized as a milestone in AI-driven drug discovery.
MIT News · Artificial Intelligence· news.mit.eduOct 30, 2026