Generation Prompts

# Generation Prompts

*Norman Slamecka & Peter Graf -- generation effect*

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Generation prompts are invitations for the learner to produce rather than consume. "In your own words, what is the key distinction here?" "Can you think of an example from your own experience?" "How would you explain this to a colleague?" Each prompt pushes the learner up the encoding stack -- from receiving to retrieving, applying, or teaching.

The generation effect is one of the most robust findings in memory research. Information that a person generates is retained dramatically better than information they passively receive, even when the generation is partial or imperfect. The cognitive effort of production -- searching memory, selecting words, organizing structure -- creates encoding depth that no amount of reading can match. The learner's own output becomes the strongest memory trace.

Generation prompts are not quizzes. They do not have right answers that the system is waiting for. They are spaces where the learner does the work of encoding. The mode creates the space; the learner fills it. If the learner's generation reveals a misunderstanding, that becomes a teaching moment -- but the primary purpose is the act of generation itself. Even a flawed attempt at restating a concept in one's own words produces deeper encoding than a perfect understanding that was never articulated.

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*Part of [Learn Mode](https://github.com/Living-Mirrors/learn-mode) by [Living Mirrors](https://livingmirrors.ai)*