THE COMPANION
SECTION 18
ISSUE 001
Users Set Cognitive Friction
Provocation: as an editorial inference, give users a friction dial—answer now, ask first, show counterarguments, require my draft, quiz me later. The cited classroom findings are mixed, which is precisely the point: assistance should adapt to learning, speed, and risk instead of imposing one completion-maximizing behavior everywhere.
Why this idea is here
What the evidence establishes.
Cognitive-offloading research motivates adjustable engagement; a randomized classroom trial found that utility-value prompts affected perceived utility but did not clearly improve effort, knowledge, or elaboration-based strategy use. The personal friction control is an editorial inference from those mixed findings.
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
- S02Enhancing School Students’ Self-Regulated Learning Through Generative AI Support
peer-reviewed randomized trial / dated 2026 / retrieved 2026-07-09