Overseas AI marketers and indie developers are experiencing a massive tectonic shift.
I'll share the folder structure based on actual earning cases.
Until now, AI was just a 'tool' where you'd say 'write this' and get code, like a good editor. But the updated Codex is on a different level.
If you give it a clear goal, it operates the PC on your behalf, fixes errors itself, and completes the task. It's a 'self-running teammate' now.
Actually, a member with zero programming knowledge built a paid Micro-SaaS in 2 days using Codex and made $3,000 MRR (about 450,000 JPY) in the first month.
I'll share the specific strategy and the 'strongest folder structure' to keep AI from getting lost.
## 1. Overseas Success Case: What is the paid tool Codex created in 2 days?
He focused on a 'paid Chrome extension that automatically hunts specific overseas trend data daily and organizes it into Notion.'
Normally, developing this alone would take weeks or months. But he used Codex's '/goal' and 'Computer Use' features.
- Delegate with specifications: Just one line: 'I want to build a tool that collects this data and sends it to Notion. This is the goal (/goal).'
- Fully automatic debugging: Codex launches Chrome, finds errors, and rewrites code itself.
- Automatic screen recognition: Just show the screen and say 'make this more luxury,' and it fixes the code immediately.
He finished the product in 48 hours without writing code and created a recurring income stream that exploded on Product Hunt.
## 2. The 'Strongest Folder Structure' to maximize AI autonomy
Overseas success stories say the key isn't prompt length, but folder structure. Here is the workspace blueprint to keep Codex from freezing or getting lost.
Overseas AI marketers and indie developers are experiencing a massive tectonic shift.
Until now, AI was just a 'tool'. But the updated Codex is on a different level. If you give it a clear goal, it operates the PC on your behalf and completes the task. It's a 'self-running teammate'.
Actually, a member with zero programming knowledge built a paid Micro-SaaS in 2 days using Codex and made $3,000 MRR (about 450,000 JPY) in the first month.
I'll share the specific strategy and the 'strongest folder structure' to keep AI from getting lost.
1. What is the paid tool Codex created in 2 days?
He focused on a 'paid Chrome extension that automatically hunts specific overseas trend data daily and organizes it into Notion.'
Normally, developing this alone would take weeks or months. But he used Codex's '/goal' and 'Computer Use' features.
Delegate with specifications: Just one line: 'I want to build a tool that collects this data and sends it to Notion. This is the goal (/goal).'
Fully automatic debugging: Codex launches Chrome, finds errors, and rewrites code itself.
Automatic screen recognition: Just show the screen and say 'make this more luxury,' and it fixes the code immediately.
Eventually, he finished the product in 48 hours without writing code and created a recurring income stream that exploded on Product Hunt.
2. The 'Strongest Folder Structure' to maximize AI autonomy
Overseas success stories say the key isn't prompt length, but folder structure. Here is the workspace blueprint to keep Codex from freezing or getting lost.
## 3. Three Iron Rules to Turn Codex into the 'Strongest Subordinate'
After setting up this folder structure, remember these three rules to command Codex:
1. Fix the worldview with 'README.md' in the root. When Codex accesses a folder, it reads the root README.md first. Just writing 'The final goal of this project is to build X' drastically reduces AI hallucinations.
2. Let the AI update the task management (todo.md). When running autonomously (/goal), create docs/todo.md and instruct it to 'update [ ] to [x] after each implementation step.' This prevents the AI from losing track of its progress.
3. Immediate fixes with screen sharing. For errors or design tweaks, just share the screen and say 'fix this part of the screen I'm showing you.' This eliminates the time wasted on writing instruction documents.
## 4. The Era of 'Learning Programming' is Over
This update makes it clear: the value of 'coding skills' is falling, while the value of 'management skills to give AI clear goals and let it run' is skyrocketing.
Repeating one-off commands like 'do this' is outdated. From now on, the people who can quickly set up the optimal environment (folder structure) and delegate with 'complete this goal on your own while checking the screen' will earn with incredible leverage.
Try it this week. Pick one task, create an empty folder, type '/goal' into Codex, and send the task. You'll be truly moved.
I'll be sharing more specific details and the latest info in my limited-access OpenChat via my official LINE (link in profile). If you don't want to be left behind by the times, register now!




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