Using AI on Chung-Hao Lee

【AI Side Project Vol.06】My Daily Digest - Geopolitics Risk 🌏

Thu, 16 Apr 2026 00:00:00 +0000

In an era of increasingly volatile global geopolitics, risk is no longer just a headline; it has become a tangible force affecting everyone’s life and corporate operations. Inflationary pressures, supply chain disruptions, and energy price fluctuations—these impacts have long since extended from conflict points on a map into our daily decisions and commercial strategies. As someone who has long monitored global affairs, I have come to a profound realization: the ability to grasp geopolitical risks in a timely and accurate manner has become indispensable for supply chain management and business strategy.

【AI Side Project Vol.05】Fiery Golden Eyes 🏘️

Sun, 22 Mar 2026 00:00:00 +0000

Welcome to visit the site to find out MORE ! Fiery Golden Eyes 🏘️

Excited to introduce my latest side project: Fiery Golden Eyes
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Fiery Golden Eyes is an web-based app that has interactive map of property sale prices across Greater Sydney, powered by official NSW Government open data.
Navigating the Sydney property market requires high-fidelity data and spatial clarity. This platform provides a comprehensive, interactive visualization of sales across Greater Sydney, powered by official NSW Government open data.

【AI Side Project Vol.04】Develop web app of "SciCover Summary" 🔬

Sun, 01 Mar 2026 00:00:00 +0000

Welcome to visit the site to find out MORE ! SciCover Summary 🔬

A web-based application that provide Bilingual Summaries of cover articles from scientific journals #

🚀 Every week, premier academic journals like Science, Nature, and Cell publish cover stories that reshape our understanding of the world. However, a significant chasm remains between the rigors of academic publishing and general public accessibility. #

每週，《Science》、《Nature》、《Cell》等頂級學術期刊都會發表改變世界的封面研究。然而，在學術出版與公眾認知之間，仍存在著一道難以跨越的鴻溝。

【AI Side Project Vol.02】Develop web app of "Daily Underestimated MLB Player Ranking" ⚾

Sat, 21 Feb 2026 00:00:00 +0800

Welcome to visit the site to find out MORE ! Daily Underestomated MLBPlayers Ranking ⚾

Nov 2024: I had the vision and the domain expertise, but I faced a technical ceiling. At that time, I could use AI to generate “polished UI mockups,” but building a live, data-integrated application as a solo creator required a level of manual engineering that was out of reach.

Feb 2026: The landscape has fundamentally changed. By evolving my workflow to manage autonomous AI agents, I have transitioned from “visualizing ideas” to shipping a production-ready, full-stack web application.

【AI Side Project Vol.03】Develop web app of "Newsletter Manager" 📩

Sat, 21 Feb 2026 00:00:00 +0800

【From Defining Pain Points to Product Launch: How I Leveraged AI for Automated Development in an Unfamiliar Domain】 #

【從定義痛點到產品落地：我如何利用 AI 在陌生領域完成自動化開發】 #

In this age of information overload, we often stumble upon high-quality independent blogs or technical columns that lack a “Subscribe” feature. To avoid missing deep-dive content, I used to check these sites manually—a process that was both inefficient and prone to oversight.
在資訊爆炸的時代，我們常會遇到高品質的獨立部落格或技術專欄，卻發現它們缺乏「訂閱」功能。為了不漏掉深度內容，過去我只能手動檢查網頁，既低效又容易遺漏。

【AI Practice Journal Vol.01】Returning to Data Fundamentals: Overcoming Prompt Engineering Bottlenecks through Systematic Error Analysis

Sat, 14 Feb 2026 00:00:00 +0000

【AI 實戰手札 Vol.01】回歸數據本質：透過深度錯誤分析 (Error Analysis) 突破 Prompt Engineering 瓶頸 #

In the development of high-performance AI systems, it is easy to rely on technical intuition while overlooking fundamental engineering truths. Recently, while working on a Video Content Moderation task, I navigated a deep dialectic between “theoretical optimization” and “data-centric reality.” This experience redefined my understanding of “pragmatism” in AI engineering.

Beyond the Hype: Human Insight + AI is the Real Competitive Edge 🧠🚀

Tue, 23 Sep 2025 00:00:00 +0800

It’s easy to get swept up in the daily flood of AI announcements and assume that artificial intelligence is the ultimate solution to everything. But here’s the quiet truth no one’s shouting about: AI is not the destination. It’s the vehicle.

I strongly resonate with Jack Ma’s perspective:

“AI will change everything—but that doesn’t mean AI decides everything. Technology matters, yes. But what truly determines who wins in the future is deep, nuanced understanding of real-world domain needs.”

Beyond the Numbers: AI’s Real Power Lies in Solving Problems, Not Just Dazzling with Tech🚀

Fri, 15 Aug 2025 00:00:00 +0800

AI’s purpose isn’t to impress with flashy technology—it’s to solve real business problems 🎯 #

In today’s AI-driven landscape, I’ve learned that the most impactful implementations aren’t always the most sophisticated ones. The key lies in understanding genuine business pain points and selecting the most appropriate solution, rather than chasing the latest trends that may look impressive but fail to deliver results.

Beyond the Numbers: AI serves as my analytics co‑pilot—steering data, not just processing it 🚢

Fri, 01 Aug 2025 00:00:00 +0800

In today’s fast‑moving business environment, AI-driven data analytics isn’t about replacing your expertise—it’s about amplifying it. I treat AI as a high‑performance co‑pilot: I set the destination, define the route, and ensure we stay on course, while AI accelerates every step of the journey.

在當今快速變動的商業環境中，AI驅動的數據分析並非要取代你的專業，而是要放大它。我將AI視為一位高效能的副駕駛：由我設定目的地、規劃路線，並確保航向正確，而AI則加速推進旅程中的每一步。

Here’s how we collaborate to drive meaningful insights and valuable outputs: #

Topic Selection: When I have a broad objective but need to pinpoint the right analysis, I brief AI on the direction I’m aiming for. It suggests potential angles—and then I apply my judgment to choose the most promising one.