Understand the Human-AI Collaboration Loop
Learn the generate, critique, verify, decide sequence and why skipping any step hands your thinking over to AI.

Identify What AI Cannot Contribute
Recognize that AI has no knowledge of your values, context, lived experience, or accountability, and understand why those gaps define your role.

Evaluate AI Output with Your Own Judgment
Practice assessing AI-generated options for real-world feasibility, ethical implications, and fit for your specific situation rather than surface appeal.

Protect Your Own Contribution
Develop the habit of asking what remains of your own thinking, voice, and judgment when AI’s contribution is removed, and make sure the answer is always substantial.