11–12 · Leadership, Ethics, Policy

Generative AI and Society

Unit 3 examines generative AI's impact on society. Across five 45-minute lessons, students weigh its benefits and concerns, prompt with purpose, evaluate outputs, defend the role of human judgment, and design a responsible workflow.

📘 5 lessons · 45 min lessons📄 5 printable activities + certificate

The 5 lessons

  1. 1

    Generative AI and Society

    45 min

    Students explain how generative AI is reshaping learning, creativity, and work — weighing benefits and concerns.

    Vocabulary: generative AI · society · create · impact

  2. 2

    Prompting with Purpose

    45 min

    Learners craft advanced prompts with purpose, audience, tone, and constraints for sharper outputs.

    Vocabulary: purpose · audience · tone · constraint

  3. 3

    Output Evaluation

    45 min

    Students judge AI outputs for accuracy, clarity, tone, and usefulness against a rubric.

    Vocabulary: evaluate · accuracy · tone · usefulness

  4. 4

    Human Judgment Matters

    45 min

    Learners debate where human oversight is essential and why people stay accountable for outcomes.

    Vocabulary: judgment · responsibility · oversight

  5. 5

    Responsible Workflow Design

    45 min

    Students design a responsible AI workflow with checks, transparency, and safeguards.

    Vocabulary: workflow · oversight · revise · safeguard

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