Assessment

A guide to assessment integrity, visible thinking, productive friction, transcript evidence, and valid evidence of learning in AI-rich classrooms.

These guide pages are discovery layers. They do not replace the existing article, claim, Big Idea, or synthesis indexes; they point teachers and leaders into the current corpus by theme.

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• ai-literacy-and-assessment-integrity-need-separate-workstreams
• visible-thinking-not-policing-final-products
• ai-chat-transcripts-can-make-student-thinking-visible
• productive-friction-in-ai-assisted-learning
• ai-era-assessment-should-shift-to-observable-cognition
• ai-has-made-unsupervised-take-home-essays-unreliable-evidence
• ai-grading-and-feedback-systems-need-validation-before-schools-trust-them
• assessment-after-the-final-product