Claims

Attachment to LLMs exhibits cruel optimism: desired efficiency collides with the vigilance and expertise students do not yet possess

Claim · All claims
Evidence · 1 study · associational r1 · q1
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q1 i? The chapter argues, as a theoretical interpretation, that students' attachment to LLM promises is a cruel optimism, because the perceived benefits depend on the very skills, vigilance and expertise students are still developing. → Kudina 2025

Evidence

Kudina 2025

Kudina, O. (2025). Using AI in engineering education: a balancing act, driven by clear purpose. Draft version, to appear in The Routledge Handbook of the Philosophy of Engineering, 2nd ed. https://arxiv.org/abs/2606.16626 doi:10.48550/arxiv.2606.16626

q1 · i? · associational · r1

Theoretical argument drawing on Berlant (2020), grounded in the questionnaire findings on verification burden and conditional positive evaluation; this is the author's interpretation, not a separately tested result.

"the perceived or desired efficiency collides with the actual required vigilance and output evaluation. Here, the promises of ease of use and time-saving do not match the additional, and at times significant, cognitive, emotional, and moral labor"

Discussion

Page metadata
Field Value
type claim
id cruel-optimism-of-llms-in-education
title Attachment to LLMs exhibits cruel optimism: desired efficiency collides with the vigilance and expertise students do not yet possess
description Attachment to LLMs exhibits cruel optimism: desired efficiency collides with the vigilance and expertise students do not yet possess
status review
evidence_strength weak
newest_evidence 2025
generated by process:wiki-ingest on 2026-10-10
trust unverified — no one has confirmed this page's content
sources 1 — kudina-2025

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