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Here is the combined, high-ROI assignment bank, organized by the cognitive skill they target. These are designed to be "plug-and-play" for your syllabus, focusing on AI Auditing—where students learn by supervising, critiquing, and correcting the AI.

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The "AI Auditor" Assignment Bank

Goal: Move students from passive consumers to expert evaluators.

1. The Analogy Stress Test (Deep Conceptual Processing)

Best for: Neuroscience, Physiology, Complex Mechanisms

The Concept: AI generates convincing but imperfect analogies. Students must find the biological/theoretical flaws.

The Prompt: "Ask the AI to explain [Concept X] using an analogy involving [Everyday Topic Y] (e.g., Explain Action Potentials using a toilet flush)."

The Student Deliverable:

• The Transcript: The AI's analogy.
• The Audit: A "Limitations Analysis" (150 words) identifying exactly where the analogy breaks down.

  • Example: "The toilet flush works for the 'all-or-none' principle, but fails to explain the 'relative refractory period' because a toilet tank refills at a constant rate, unlike ion channels which have specific voltage-gated resetting states."

    Why it Works: You can’t critique an analogy unless you understand the science perfectly.

    Grading ROI: High. You only read the "Limitations" paragraph.

2. The "Reviewer #2" Simulation (Critical Analysis)

Best for: Research Methods, Experimental Design, Psychology

The Concept: Students fear critiquing research. Using AI as a "dummy researcher" lowers the stakes and gamifies the process.

The Prompt: "Ask the AI to design a research study to test [Hypothesis X] that contains exactly 3 fatal methodological flaws."

The Student Deliverable:

• The Proposal: The AI's flawed study design.
• The Takedown: A bulleted list identifying the 3 flaws (e.g., confounding variable, sampling bias, p-hacking) and the specific fix for each.

  • Twist: If the AI fails to generate 3 flaws, the student must catch that too.

    Why it Works: It turns critical thinking into a game of "Gotcha!"

    Grading ROI: Very High. Pass/Fail based on correctly spotting the flaws.

3. The "Sandwich" Method (Metacognition & Synthesis)

Best for: Introduction to new topics, Definitions, Theories

The Concept: Prevents the "illusion of competence" by forcing students to articulate their own knowledge before and after using AI.