Look beyond the repository
A working submission does not always show what the student understood, which choices were their own, or how they responded when an AI suggestion failed. Process evidence can support a better learning conversation.
Keep assessment human and purposeful
TraceYield is not an AI detector or an automated grading system. The goal is to give lecturers and students useful context for discussing learning outcomes, decisions, verification, and responsible AI use.
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