AI Workflow Notes

Writing down my AI lessons to make work a little easier

This page collects my recent notes on AI tools, workflow design, CTO leadership, and AI adoption. It is less about broad recommendations and more about what I use, what helps, and what I learned the hard way.

CTO's Playbook

Notes on engineering leadership, agile delivery, talent density, and cross-functional execution.

2 posts

AI in Production

How to move AI from demo to production with operational and commercial discipline.

3 posts

Founder's Notes

Founder notes on positioning, conviction, timing, and what comes next.

1 posts

Quick Filters

Mar 26, 20263 min read

Latest Post

Would you let the same engineer code, test, review, and deploy alone?

Anthropic's new article made me more certain that AI agents also need role separation. A lot of team lessons get repeated almost exactly.

AI Team DesignAgent ArchitectureCTO
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AI needs team structure graphic
Engineer who does not code graphic
Mar 26, 20263 min read

How did a non-engineer ship 263 commits with AI in 30 days?

Once AI lowers the cost of execution, the scarcer skill becomes planning, judgment, and knowing what should happen first.

AI CodingPlanning
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LINE AI Bridge graphic
Mar 24, 20263 min read

What if your LINE could do work for you, not just chat?

I turned LINE into a remote control for AI. One message from outside, and the AI on my computer gets to work and sends the result back.

LINE AIRemote Workflow
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Build your first skill graphic
Mar 19, 20263 min read

I can now write a Facebook post with one sentence and get the draft plus image five minutes later

I built myself a Facebook-post Skill. It is not just a prompt, but a full workflow with scripts, style memory, and image generation.

Claude SkillsAutomation
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AI coding tools comparison graphic
Mar 18, 20263 min read

Is spending more than NT$10,000 a month on AI coding tools worth it?

After using ChatGPT Pro, Claude Code Max, and Google AI Pro side by side for over a year, I no longer think of them as interchangeable.

AI Coding ToolsClaude Code
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Claude Cowork small AI team graphic
Mar 16, 20264 min read

While everyone was chasing OpenClaw, I quietly assembled a small AI team

The tool I keep using every day is not the loudest agent platform, but Claude Cowork. What stands out to me is not only what it can do, but how well it handles context.

Claude CoworkAI Agent
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