For universities

    Notes for teachers, lecturers and school leaders on reading how students actually work with AI, instead of guessing from the finished text.

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    Two people messaging on their phones

    Student AI chat logs: what their questions reveal about their thinking

    Ten signals for reading students' AI chat logs for understanding, not for catching, with example prompts and one rubric criterion to add to an assignment.

    10 min read
    A student taking an online test on a laptop

    Take-home finals when students use AI: five formats compared

    Five take-home final formats side by side, what each one lets you see when students use AI, and an AI block to paste into the instructions.

    9 min read
    Illustration of a detective with a magnifying glass examining documents and a folder.

    Can you act on a Turnitin AI score? What university instructors should know

    What the research and Turnitin's own documents say about AI detector accuracy, which universities switched detection off, and what instructors read instead.

    7 min read

    University instructors: how to change essay assignments for ChatGPT

    Staged drafts, oral checks, in-class writing, AI chat logs or a process record: five ways to run a university essay assignment, compared.

    6 min read