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AI Methodology Learned with ChatGPT

This covers how to use ChatGPT not merely as a question-and-answer tool, but as a thinking tool for structuring problems and comparing and validating multiple possibilities. Instead of memorizing prompt formulas, you will learn the workflow of collaborating with AI through actual conversations and practice the entire process—from defining the problem and separating roles to comparison and validation—in 30 minutes.

(5.0) 2 reviews

10 learners

Level Beginner

Course period Unlimited

prompt engineering
prompt engineering
collaboration
collaboration
Business Problem Solving
Business Problem Solving
GPTs
GPTs
Challenge Idea Development
Challenge Idea Development
prompt engineering
prompt engineering
collaboration
collaboration
Business Problem Solving
Business Problem Solving
GPTs
GPTs
Challenge Idea Development
Challenge Idea Development
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What you will gain after the course

  • How to Assign a Role to AI and Structure a Problem When Asking Questions

  • A process for comparing multiple AI responses using A/B testing and designing evaluation criteria

  • AI result verification strategies based on risk level and expanding thinking through counterargument generation


Change the question, and your thinking changes
Try solving problems together with ChatGPT

Evaluate AI responses through comparison and verification.


Don’t stop at copying answers—break problems down and assign roles.
Go as far as generating counterarguments to develop an AI collaboration approach that enables you to make your own judgments.

#Prompt Engineering, Collaboration, Problem-Solving Skills, GPTs, Challenge Idea Discovery


Design your AI collaboration
Learn firsthand everything from asking questions to validation.

Go beyond simple questions and practice assigning roles, structuring problems, and comparing answers.
Design evaluation criteria, validate by risk level, and generate counterarguments to
develop the judgment to avoid blindly trusting AI’s answers.



We do not stop at repeating basic questions and answers.
From defining problems to separating roles and verification
you will complete an AI collaboration workflow yourself
that can be applied to real-world tasks and challenge ideation.



In the final comprehensive exercise, you will define a problem,
divide perspectives with AI to develop an answer, then
refine the result through A/B comparison and counterargument review.
You will learn a decision-making structure that is more important than any specific deployment technology
and create a practical workflow you can reuse at work.

Design questions
and verify them with AI.

Section 1 - Course Introduction

Introduces the course objectives and overall learning flow for using ChatGPT not merely as a question-and-answer tool, but as a collaborative tool that helps structure problems and expand thinking.

Section 2 - AI methodologies for collaborating with ChatGPT

Learn how to structure problems through question design and role assignment without treating AI’s answers as absolute truths. Also, through A/B comparisons, evaluation criteria design, result verification, counterargument generation, and comprehensive practice, learn collaboration and verification processes appropriate to the level of risk.

Questions Change

Point 1. Turning questions into a structure

Instead of asking AI vague questions, design your prompts by dividing up the roles and goals. Practice through real conversations, from defining the problem to separating the roles.

Point 2. Criteria for comparing answers

Rather than trusting a single answer, compare two answers side by side. Develop the ability to establish your own evaluation criteria and choose the result best suited to your work.

Point 3. Verifying incorrect answers

Directly observe situations where AI confidently gives incorrect answers. Learn how to vary the processes for checking evidence and verifying results according to the level of risk.

Point 4. Have AI challenge your thinking

Ask the AI to identify weaknesses and counterarguments in your ideas. In the final comprehensive exercise, complete the collaborative workflow from problem definition through comparison and validation.

You received an answer, but
are you unsure what to believe?
This course was created specifically for people like you.


✔️ Beginners using ChatGPT for the first time

  • ✔️ Those who keep receiving similar answers even after changing their questions

  • Those who are curious about the structure of questions that produce the desired results

  • For those who want to use ChatGPT as a tool to support their thinking

✔️ Office workers looking to apply AI to their work

  • Those who feel overwhelmed about where to start when asking about work-related problems

  • Those who need criteria for comparing AI responses

  • Those who want to achieve better collaborative results by separating roles

✔️ Learners who want to verify the reliability of answers themselves

  • Those who want to examine situations where artificial intelligence is confidently wrong

  • Those who want to learn result verification methods suited to the level of risk involved

  • Those who want to create counterarguments and discover gaps in their thinking


Don't stop at asking good questions.
Break down, compare, and verify problems
to create your own way of collaborating with AI.

Notes Before Taking the Course


Practice environment

  • On Windows, macOS, or Linux,
    use the latest web browser.

  • A ChatGPT account and an internet connection are required.
    At least 8 GB of memory is recommended.

Prerequisites and Notes

  • No programming experience is required.
    You only need to be able to write basic documents.

  • Rather than memorizing prompt engineering,
    practice assigning roles and structuring problems.

Learning Materials

  • Refer to the lecture slide PDF.
    Use the question design examples together.

  • Preparing an A/B comparison table and a validation checklist
    will help with evaluating answers and generating counterarguments.


Recommended for
these people

Who is this course right for?

  • AI beginners who are new to ChatGPT or use it only for basic questions and answers

  • Office workers who want to use AI in their work but feel overwhelmed about where to start

  • Learners who want to learn how to think collaboratively with AI rather than how to write prompts

Need to know before starting?

  • Basic computer skills to search the Internet using a web browser

  • Able to access the ChatGPT website, enter text, and read the results.

  • Interest in and curiosity about the potential use of AI in specific problems or work situations

Career Verified

2,079

Learners

129

Reviews

4.3

Rating

5

Courses

At the early-stage startup I was previously part of, I learned more than just how to write code; I learned the structure of how technology functions as a service.

Although my primary focus was on web frontend development, I took responsibility for the core service paths by designing backends and data flows whenever necessary. In particular, I built and operated a pipeline to stably collect, refine, and manage over 1 million fashion product data points using FTP/SFTP and web-based architectures.

Through this experience, I have become convinced that what matters more than any specific language or framework is the ability to understand the overall system flow and responsibility structure.

Currently, I am designing AI-based systems in web environments, focusing on defining structures and control models before execution. Rather than simply adding features, my work is closer to designing state transitions and validation flows.

Starting as a non-major and getting to this point through self-study, I am well aware of the roadblocks and realistic constraints. That is why in my lectures, I focus on "why we design this way" and "how to make decisions" rather than showing off technical skills.

A structure that leaves only the essentials,
instead of increasing complexity.

That is the development philosophy I strive for.

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