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Mastering AI Agent Principles + Claude Code Practical Completion

Everyone says agents are the trend, but why does your work stay the same? Have you been blocked by the "alien language" of APIs, stuck at tool installation, or found that what you learned doesn't translate to actual work? This integrated course connects the entire process into "one single path"—from the principles of API and communication structures to creating your own agent through Vibe Coding, and automating practical tasks like reports, Excel, and content with Claude Code. Whether you start from the basics or aim for professional application, you will complete the journey without interruption. (Windows recommended)

1 learners are taking this course

Level Intermediate

Course period 6 months

Python
Python
AI Agent
AI Agent
claude
claude
ChatGPT
ChatGPT
REST API
REST API
Python
Python
AI Agent
AI Agent
claude
claude
ChatGPT
ChatGPT
REST API
REST API

What you will gain after the course

  • Understanding the operating principles of agents by piercing through API, JSON, and communication structures with analogies

  • Creating my own custom work agent through vibe coding without typing any code

  • Practical skills from Claude Code installation (WSL·MCP) to real-world automation

  • The ability to automate reports, Excel analysis, and card news through verbal commands.


"If you learn Claude Code

what can you do?"












" The most important in 2025 and also in 2026

The hottest keyword is AI AGENT. "


1. What exactly is an AI Agent?


'LLM Chatbot' vs 'AI Agent'

Let's take 'travel' as an example for comparison.



" AI agents go beyond simply understanding speech,

thinks for itself, uses 'tools,' and 'solves' the problem. "


  1. Understanding the Goal: Receives the command, "Create our company's sales report for this month."

  2. Strategy Formulation: It creates a plan for itself, thinking, 'I should retrieve the Excel data, create graphs, and then format them according to the report template.'

  3. Direct Execution: It actually opens the Excel file, runs PowerPoint, completes the report, and delivers it to the user.


To put it simply: > AI Agents are those that have evolved from "beings that tell you how" into "beings that bring you the results."

2. Why are AI Agents a 'survival-essential skill'?

In the past, countless people had to stay up all night to make hundreds of projects successful. But now, a single well-trained AI agent can do the work of ten people.

  • Time Saving: Leave repetitive paperwork and data collection to AI, allowing humans to focus only on more important decisions.

  • 24/7 Operation: It completes tasks by thinking for itself without ever sleeping.

  • Profit Generation: You can operate enterprise-level business processes at a low cost.



Many people at this point say, "As expected, AI Agents are

it's too early,' and give up, going back to working by hand."


You put a lot of effort into crafting a prompt, but all you get back are plausible-sounding lies; as you review and correct them one by one, you eventually think, "It would be faster for me to just type this myself than to spend time reviewing it." It's exhausting to be in such an ironic situation where you tried to save time using AI, but instead, you end up wasting more time cleaning up after it.

"But I can say with certainty, it's not because the AI is stupid. It's because the practitioners didn't provide the 'work sequence (blueprint).'"


The core skill of the intermediate class is learning how to design this 'thinking loop' so that AI can perform tasks and verify them on its own.

"You mastered the beginner course and entered the field with great ambition... but didn't you hit a wall at a certain point?" Please take it step-by-step through the intermediate course and the advanced course to be released later.



1. VOD

See it with your eyes, learn it with your hands, and create something of your own: Our learning philosophy

You cannot build real skills with fragmented knowledge and mere "following" alone. Our goal is to help you reborn as a 'creator' who can freely command AI to produce your own unique results. To achieve this, we have designed the most effective learning experience.

A. Systematic and In-depth VOD, Flexible Viewing

Introductory + Intermediate levels, total of 12+ VOD lessons: Rather than fragmented tips, we provide a systematic curriculum to build your AI utilization skills from the ground up.


Unlimited Repeat Access: Whether you are a busy professional or a student, you can take the course as many times as you want, whenever you want. Re-watch the difficult parts and quickly find what you need to fully absorb the knowledge as your own.


B. Completion of Knowledge, 3-Step Practice-Oriented Learning Method

There is an expert's "intuition" that cannot be understood through text alone. There is no learning more certain than seeing for yourself when and how to press the buttons of an AI tool and what results appear in real-time. That is why all lectures are composed of the following 3-step practical process:
Step 1: Understanding Core Concepts: Before any practice, we clearly explain the essential basic concepts of "why" this function is necessary and the principles behind how it works.
Step 2: Visual Live Practice: Next, we show you the entire process of us personally handling the AI tools through vivid video. Even complex E-Book content is designed to be easily understood, making you think, "Ah, so that's what this is about!" after watching the video lecture first.
Step 3: Creating Your Own Work: The ultimate goal of the lecture is not simply "following along." It is about creating your own content based on the principles you have learned. Through this process, you will be reborn as a true "creator."


C. The Ultimate Synergy: VOD Lectures and E-Book Guides

We create the best synergy through two types of learning materials.
VOD Lectures (Video): Practical videos showing 'how' it's done. You will acquire intuitive senses and know-how by watching the expert's workflow.
E-Book Guide (Digital Book): A theoretical compass that explains 'why' it should be done that way. You will develop deeper understanding and adaptability by reflecting on what you learned through the videos.
Through this process, you will no longer be a student passively following a lecture, but an 'AI expert' who solves problems independently and finds your own way to utilize AI.


2. E-book

In your hands, 6 AI textbooks: E-Book

Every lecture comes with an E-BOOK that condenses only core theories and practical tips. You can quickly review and refer to what you've learned in the videos while on the go or at work. Don't worry about forgetting important details anymore. A reliable knowledge base will always be with you to support your growth.

A. Synergy between Navigation (VOD) and Detailed Map (E-Book)

Our learning materials are designed to create the best synergy.


VOD Lectures: This is the 'navigation' that guides you by showing the process of using AI tools in real-time. You can quickly acquire intuitive skills and know-how by watching the expert's workflow.


2 E-Books: A "detailed map" containing all routes, terrain information, and even hidden shortcuts. They serve to add depth and breadth to the practical skills learned through the videos.


B. Everything from the expert that couldn't be fully captured in the video

The E-Book is not simply a summary of the video content. It contains deeper and more detailed information that could not be covered in the lectures due to time constraints.


Deeper Principles: It provides detailed explanations of the in-depth operating principles and background knowledge of each function that were omitted in the lecture, helping you gain a fundamental understanding of 'why' it works that way.


Expert's Additional Tips: We have generously included additional tips and troubleshooting know-how that only instructors know, which can be applied immediately in practice.


Advanced Applications and Case Studies: Beyond the basics, we present advanced application strategies and various real-world cases to help you apply the functions you've learned to create higher-level results.


C. Our Promise: We will turn you into a ‘high-level’ expert.

To be honest, if you have mastered practical skills through the video lectures and absorbed every detail from the two E-Books, your AI utilization skills will no longer remain at a 'basic' level.


We take full responsibility and promise to help you grow into a 'high-level' expert who can confidently say they know how to handle AI anywhere., người có thể tự tin nói rằng mình biết cách sử dụng AI ở bất cứ đâu.


[Important Notice] Information on Using Paid AI Tools

To ensure the best learning experience and high-quality results, our AI class requires the use of paid versions of major AI tools. The tuition fee does not include the monthly subscription fees for these AI tools, which must be paid separately. Just as a good chef needs a good knife, investing in high-performance tools is the fastest way to properly learn and utilize AI.


1. Why should you use paid AI tools?

The difference between the free and paid versions of the latest AI tools is not just a matter of "a few features." Much like the difference between a compact car and a sports car, there is an overwhelming gap in the performance and speed of the underlying AI model, as well as the quality of the output.
We want you to learn how to handle "professional tools" rather than "toys." Using paid tools is an essential investment to produce the best results by using your valuable time and effort most efficiently.


2. Clear Limitations of the Free Version: 4 Factors That Hinder Learning

Free AI tools are just a taste, and there are clear limitations for serious learning and practice as follows:
1. Core Features and AI Model Performance
Free Version: Based on older AI models, it generates inaccurate or uncreative results.
Paid Version: Uses the latest high-performance models to be much more accurate and professional, perfectly understanding complex requirements.
2. Speed and Usage Limits
Free Version: During peak times, responses are very slow, and frequent usage limits often disrupt the flow of practice.
Paid Version: Priority processing ensures a smooth and fast experience, and sufficient usage allows you to implement ideas freely without constraints.
3. Quality and Commercial Use
Free Version: Results often come with watermarks or in low resolution, and commercial use is frequently prohibited, limiting its use in portfolios.
Paid Version: Provides high-quality results without watermarks and grants commercial use rights, forming the foundation for turning your creations into profit.
4. Learning Motivation and Drive
Free Version: Repeatedly encountering slow, blocked, and low-quality results can easily dampen your desire to learn and lead to burnout.
Paid Version: The "success experience" gained through fast and powerful performance becomes the most important motivation for consistent learning.



Now, only your choice remains.


Right now, two clear paths lie before you. This choice is not simply a matter of picking a single lecture. It is a 'choice about the future' that will determine who you are 1, 5, and 10 years from now.

1. Two paths: Those who command AI vs. Those who lose their jobs to AI

  • The path of those who command AI: They finish tasks that others struggle with for days in just a few minutes, focusing on more creative work in their spare time and producing overwhelming results. It is a future where their value continues to rise and opportunities constantly come their way, all thanks to AI.

  • The path of those who lose their jobs to AI: By ignoring the flow of change and insisting only on familiar methods, they are eventually replaced by AI and those who know how to use it. It is a future where their place in the world gradually narrows and anxiety continues to grow.


2. Answering your final hesitations.

  • The fear of "I get it... but can I really do it?": We will answer with a practice-oriented lecture, not a vague theoretical one. We guide you on a path to creating "results" that can be immediately applied to your work and life. Interest grows when there are visible results, and theory becomes easier to approach.

  • The burden of "98,000 won": Of course, it can be a burdensome amount. However, this money is a 'consumption' that disappears after a few meals out or a few months of phone bills. On the other hand, investing in this lecture is the most certain and high-return 'investment' that will increase your value tens or hundreds of times over.


3. The fastest way is to ‘start now.’

Your competitors are already equipped with the powerful weapon of AI and are racing ahead. Do not postpone your infinite potential with the word 'later.' Put an end to your hesitation and take the first step toward the future. It is time to go beyond simple repetitive tasks, create things no one has ever imagined, open up a new career, and prove your value.

Now, become the 'master' who gives commands to AI.

We will be with you for the first step of your AI learning journey.

It doesn't have to be our lecture. However, the day will soon come when most tasks cannot be done without AI. For your future, you must start now.


Beyond Technology, Insight to Read the Times: A Guide for Wise Pioneers in the AI Era

The word AI has now moved beyond mere technology to become a symbol of a massive shift in our era. Are you ready to become the protagonist of this great journey? We will take that first step with you.

1. Why We Focus on ‘AI Utilization’: The Story of Two Founders

As the two CEOs, we studied at Zhejiang University (ranked #1 in the world), a world-renowned AI institution, alongside AI technology leaders such as the founder of Deepseek, where we learned the unique spirit of collaboration known as 'Baotuan Chuangye' (starting a business as a group). After returning to Korea and completing numerous projects over the past five years, we have gained one firm conviction.

The true opportunity of the AI era does not lie solely in technology development (R&D) itself. Just as Microsoft created Windows, but even more value was generated through the applications built upon it, the same applies to AI. Creating the wave yourself is not the only answer. If you learn how to ride the massive wave, you can sometimes go further than those who created it. We have focused all our capabilities on that very "AI utilization" and "business creation."

2. This course is an 'AI Practical Field Manual'

Amidst a flood of information, many people feel overwhelmed and unsure about what to do with AI, how to use it, or where to even begin. This course and e-book are not vague theoretical guides. They are a "practical field manual" built on years of experience directly implementing AI and automation systems across various projects in the domestic online market.

Our goal is clear. It is to transform AI from an unknown entity into your most powerful 'strategic partner' that maximizes your intelligence and experience.

3. From a ‘Doer’ to a ‘Designer’

You must not simply stay at the level of 'doing' assigned tasks faster with AI. This lecture shifts the dimension of your thinking, helping you be reborn as someone who 'designs and creates' new value using AI. AI will become a megaphone that amplifies your thoughts and a tool that brings your imagination to life.

4. The Era of Wise Pioneers, You are the Protagonist

The history of the AI era will be written not only by the few geniuses who created the technology but also by the "Wise Pioneers" who were the first to see its potential and mastered its use to create new wealth and opportunities.

Through the practical knowledge and AI application methods we have accumulated, we will help more people become the protagonists of this great journey.

Recommended for
these people

Who is this course right for?

  • Those who want to complete everything from concepts to practical automation all at once

  • Those who have only used AI as a search replacement but now want to actually 'make it work'

  • Those who haven't been able to start agent development because APIs feel like a foreign language.

  • Those who couldn't reach the point of practical application because the flow was interrupted by fragmented lectures.

Need to know before starting?

  • It will be much easier if you take the Introduction to AI Agents first (not mandatory).

  • Windows environment recommended — Mac users are recommended the OpenClaw course

Hello
This is signboardkr2653

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Smart Fork Co., Ltd. is an AI tech group that turns imagination into business reality.

We are not just a place that teaches theory. We are an 'active professional group' generating revenue by applying AI technology to real-world business models across various industries, including advertising, distribution, game development, and content IP business.

What matters more than "how much you know about AI" is "what you have created with AI."

Smartfork Co., Ltd. has been recognized for its technical prowess and planning capabilities in numerous AI content competitions, including winning the KT AI PAN Excellence Award (2025). Furthermore, the effectiveness of our solutions has already been proven to the public through successful funding on the crowdfunding platform Wadiz.

This course is not just about superficial tool usage found elsewhere. To ensure you can immediately equip your business and career with the powerful weapon of AI, we are revealing the 'winning data' and 'practical pipelines' gained firsthand by Smart Fork Co., Ltd. without reservation.

Experience the most advanced AI workflows now.

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