AI Tutors Should Teach, Not Just Answer
Recent field experiments and meta-analyses point to a practical design principle: make learners think, practise and explain instead of simply making answers easier to obtain.
Practical principles for designing instruction, practice, assessment and learner experiences.
Recent field experiments and meta-analyses point to a practical design principle: make learners think, practise and explain instead of simply making answers easier to obtain.
Durable learning is built by reconstructing knowledge across time, not by making the page feel familiar in one sitting.
A score describes a performance. Formative assessment earns its name only when evidence changes what the learner or teacher does next.
Learners are more likely to persist when environments support meaningful choice, visible competence and genuine belonging, rather than treating motivation as a personality test.
Every lesson has an invisible interface: the amount of information a learner must hold, connect and act on at once.
A screen, chatbot or simulation is not an instructional method. Its value depends on the thinking, feedback and interaction it makes possible.
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