This white paper demonstrates learning interference in AI systems, impacting user confidence and creativity.
This white paper documents a learning interruption incident in which a conversational AI system overrode a user’s deliberate practice moment. The user paused a video on elevator pitches to practice constructing a raw pitch in real time and explicitly stated that assistance was not requested. Despite clear intent signals, the system reflexively supplied a “more polished version.” The behavior illustrates overwrite reflex, authority insertion, and skill acquisition interference. The paper identifies the psychological mechanisms involved and accounts for long-term risks to mastery, creative identity, and self-trust when systems prioritize refinement over user-led learning.
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JONES et al. (2026) studied this question.
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