Prompt Engineering Tutorial 0/120 lessons ~6 min read Lesson 41

    Critical Thinking Prompts

    Critical thinking prompts force the model to consider counterarguments, alternative explanations, and biases.

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    Focus
    6 guided sections
    Practice signal
    Examples included
    Career prep
    Foundation builder

    Introduction

    Critical thinking prompts force the model to consider counterarguments, alternative explanations, and biases. They're how you stop sycophantic 'yes, you're right!' answers.

    Beginner analogy: Like a devil's advocate at a meeting — uncomfortable but valuable.

    Understanding the topic

    Core concepts to understand:

    • Instruction: 'List 2 reasons this could be wrong before answering.'
    • Reduces sycophancy & confirmation bias.
    • Great for strategy, investments, and high-stakes decisions.
    • Add: 'Consider an opposing expert's view.'

    Syntax reference

    Visual workflow / architecture:

    bash
    Pattern:
    1. State the proposition.
    2. List 2 reasons it could be wrong.
    3. List 2 reasons it could be right.
    4. Conclude.

    Real-world use

    Used in due-diligence AI, investment memos, and any analysis where being agreeable is worse than being right.

    Best practices

    • Force balanced numbers (2 for, 2 against).
    • Demand citations or sources for each side.
    • Show the user both sides before the verdict.

    Hands-on exercise

    Interview preparation — practice these questions:

    • Q1. Why critical-thinking prompts?
    • Q2. How prevent sycophancy?
    • Q3. Use cases?
    • Q4. Risks?
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