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Simon Willison's WeblogPublished: Nov 9, 2026, 16:00 JST

Simon Willison: AI forces teaching rethink, but students are guinea pigs

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Simon Willison: AI forces teaching rethink, but students are guinea pigs

3 Key Points

  1. What happened

    Simon Willison wrote that AI clearly means educators need to change how they teach and evaluate students, but it is still extremely unclear what effective teaching with these tools looks like.

  2. Why it matters

    Willison argues that because the evaluation loop is measured in multiple years, students effectively all become guinea pigs for untested new ways of learning and teaching.

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Context & Analysis

Simon Willison's post captures a bind that educators face right now. AI clearly means teaching and evaluation must change, but Willison stresses that it is still extremely unclear what effective teaching with these tools looks like. The difficulty is compounded by timing: the evaluation loop is measured in multiple years, so a new mechanism tried today won't yield a robust answer until the current cohort graduates in 3-6 years time. Willison's conclusion is that students effectively all become guinea pigs for untested new ways of learning and teaching.

FAQ
Why does Simon Willison say students are guinea pigs?
Because the evaluation loop for new teaching methods is measured in multiple years, so students effectively all become guinea pigs for untested new ways of learning and teaching.
How long until we know if a new teaching method works?
Willison says you won't get a robust idea of how well it works until your current cohort graduates in 3-6 years time.
Simon Willison's WeblogRead Original Article
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