112
THE HUMAN YIELD
SECTION 15
ISSUE 001
INFERENCEprovocationnowconfidence / medium
Preserve AI-Free Cognitive Training
Provocation: preserve protected intervals of unaided reading, recall, calculation, drafting, and discussion. This is not technological purity; it is cognitive conditioning. Students need enough unassisted strength to question a capable system, notice when it fails, and recover when the interface is unavailable.
Why this idea is here
What the evidence establishes.
Cognitive-offloading studies raise concerns about critical-thinking patterns; retention trials distinguish assisted performance from durable learning.
Source ledger
Read the sources.
- S01Cognitive Offloading, Critical Thinking and Attitudes Towards AI
peer-reviewed primary research / published 2026-06-30 / retrieved 2026-07-09
- S02ChatGPT as a Cognitive Crutch: Evidence from a Randomized Controlled Trial
peer-reviewed randomized trial / dated 2025 / retrieved 2026-07-09