📘 Portfolio Defense Reflection

Students complete an individual portfolio defense and reflection using exhibit feedback, notebook evidence, and final model artifacts. They review one audience question, compare it to their original claim, and write a concise evidence-based response that cites equations, residuals, domain limits, or logarithmic reasoning. To preserve the critique-and-revision cycle, students also give feedback to 2 peers, receive feedback, and revise one portfolio annotation or conclusion before final submission.