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Learning with AI


Artificial Intelligence

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Learning with AI

Mark Keith, PhD

Most students use AI the way they use a calculator: type a question, get an answer, move on. This book teaches a fundamentally different approach. Grounded in the Human-AI Epistemic Stance Model, a research-backed framework mapping eight distinct ways people interact with AI, this course takes students on a guided journey from passive AI consumption to active, critical, and creative AI partnership. Each chapter targets a specific interaction mode, from recognizing the “Oracle Trap” of uncritical acceptance through learning conversations, collaborative problem-solving, verification, creative expansion, and critical challenge, culminating in the highest-order skill: using AI to question the question itself. Every assignment is designed as both a learning experience and a research instrument, with immediate personalized feedback showing students how their AI interaction patterns are evolving. Students leave the course not just knowing how to use AI, but knowing how to think better with it. That skill transfers to every course, career, and domain they will ever encounter.

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Table of Contents

Foreword: Before We Begin
Module 1: The AI Engagement Plan
Module 2: How AI Thinks
Module 3: The AI Engagement Toolkit
Module 4: The Oracle Trap
Module 5: Getting Unstuck
Module 6: The Study Habit
Module 7: Exam Prep
Module 8: Writing with AI
Module 9: Problem Sets
Module 10: Reframing
Module 11: The Second Opinion
Module 12: Thinking About Thinking
Module 13: Your Practice

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