👋 Hi, I'm Jackie Chien｜你好，我是錢世傑

!Visitors
!Public Welfare

⚖️ Legal Professional & AI Educator ｜ 💻 Bridging Law and Technology with Python ｜ 🤖 Building AI Agents & FinTech Tools

I work at the intersection of law, education, and technology — turning legal expertise into Python-powered FinTech APIs, LLM-driven legal assistants, and AI agents that solve real-world problems.

我站在法律、教育與科技的交界處——把法律專業轉化為 Python 驅動的 FinTech API、LLM 法律助理，以及解決真實問題的 AI Agent。

As Executive Director of the Taiwan Law Foundation and a university adjunct assistant professor in AI applications, I believe the next generation of legal professionals needs to master both jurisprudence and code.

身為台灣法律基金會執行長與大學 AI 應用課程兼任助理教授，我相信下一個世代的法律人，需要同時掌握法律思維與程式能力。

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🏛️ Experience｜現職與教學經歷

現職

| 職位 | 機構 |
|------|------|
| 執行長 | 台灣法律基金會 Taiwan Law Foundation |

大學兼任

| 學校 | 系所 | 課程 |
|------|------|------|
| 國立中央大學 | 資訊管理學系 | 商事法 |
| 中原大學 | 財經法律學系 | AI、AI Agent |
| 輔仁大學 | 進修部法律系 | AI 應用 |
| 國立中正大學 | 高階法律碩士專班 | AI 文獻分析 |

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⭐ Featured Projects｜重點專案

🎓 法律申論題家教老師legal-essay-tutor

A Socratic AI tutor for Taiwan criminal law essay questions, powered by Claude (Anthropic). Offers three learning modes — Socratic dialogue, paragraph-by-paragraph grading, and model answer demonstration — designed for law students, bar exam candidates, and legal educators exploring AI-assisted pedagogy.

以蘇格拉底問答法為核心的刑法申論題 AI 教練，由 Claude（Anthropic）驅動。提供三種學習模式：問答引導、逐段批改、標準答案示範。專為法律系學生、司律考生與探索 AI 輔助教學的法律教育者設計，零技術門檻，複製 Prompt 即可使用。

Claude Prompt Engineering Legal AI Law Education Traditional Chinese

🔍 法學論文題目助教legal-thesis-topic

An AI-powered thesis topic finder for law school students. Guides students through an 8-step process — from identifying a starting point to confirming a differentiated topic — with built-in checks for research validity, jurisdictional relevance, and differentiation from existing literature. Provides ready-to-use prompts for foreign literature classification and relevance analysis. Available in three versions: Claude SKILL, universal prompt, and interactive web app.

專為法律系碩士生設計的 AI 論文題目尋找工具。透過8步驟流程，從找起點到確認差異化題目，內建「介紹vs研究」判斷、台灣管轄權提醒、國內研究現況分析，並提供可直接複製使用的外文文獻分類與關聯性分析指令。提供三種版本：Claude SKILL 版、通用 Prompt 版、互動網頁版。

🌐 線上體驗（需 Gemini API Key）

Claude Gemini Prompt Engineering Legal AI Thesis Writing Traditional Chinese

🏛️ 法律論文大綱審查工具legal-thesis-outline

An AI-assisted thesis outline reviewer for law school students. Detects structural flaws in chapter ordering, overly broad chapter titles, and missing transition sections between comparative law and domestic reform analysis. Available in two versions: a Claude SKILL for project-based use, and a universal prompt compatible with ChatGPT, Gemini, and other LLMs.

專為法律系碩士生設計的 AI 論文大綱審查工具。自動偵測章節順序錯誤、章名空泛、比較法與修法建議之間缺少過渡節等常見問題，逐步引導修正。提供兩種版本：Claude 專案 SKILL 版（自動觸發）與通用 Prompt 版（支援 ChatGPT、Gemini 等所有 AI 對話介面）。

Claude ChatGPT Prompt Engineering Legal AI Thesis Writing Traditional Chinese

📊 taiwan-stock-cashflow-api

A production-deployed Flask RESTful API that automates Taiwan stock cash flow analysis, transforming raw FinMind quarterly cumulative data into actionable annual insights via six proprietary cash flow rules. Continuously deployed on Zeabur with CORS support.

已部署上線的 Flask RESTful API，串接 FinMind 自動抓取台股財報，運用六大現金流檢驗法則，將難以判讀的累計型財務數據轉換為可量化的投資分析摘要。透過 Zeabur 實現 CI/CD 自動部署。

Python Flask Pandas FinMind API Zeabur RESTful CORS

📈 revenue-yoy-backtest


A backtesting framework that answers: "When a stock's monthly revenue YoY exceeds a threshold, what is the win rate of holding for N days?" Three versions provided — tutorial, single-cell, and natural language input — designed for non-programmers with Vibe Coding in mind.

以「月營收 YoY 超過門檻時買入，持有 N 天的勝率是多少？」為核心問題的回測框架。提供教材版、單格版、自然語言指令版三種格式，專為非程式背景學員設計，支援 Vibe Coding。

Python FinMind yfinance Backtest Google Colab Vibe Coding

⚖️ contract-review


An AI-powered contract clause review tutorial that uses LLMs (Gemini / GPT / Claude) to automatically audit contract terms on behalf of a legal department, generating structured analysis reports based on five customizable review rules.

以大語言模型（Gemini / GPT / Claude）自動審查契約條款的教學專案。模擬 B 公司法務部門，依據五條審查規則逐條分析，並產出可下載的分析報告。支援 Fork 後修改資料自行練習，程式自動偵測資料來源。

Python Gemini GPT Claude Legal Tech Contract Review Google Colab Vibe Coding

🚢 Titanic-Analysis

[](https://colab.research.google.com/drive/1HG8aumWRKykZ19iXERe-FVSx1YKxjLbO?usp=sharing)

A comprehensive tutorial designed for legal professionals to master Data Cleaning and Neural Networks. Featuring a hands-on Colab notebook that analyzes the Titanic tragedy through the lens of logic and justice.

專為法律人與高中生設計的 AI 入門教材。透過鐵達尼號經典案例，引導學習者掌握資料清洗與神經網路。這不只是程式教學，更是將數據邏輯轉化為法律事實認定的思維訓練。

Python TensorFlow/Keras Data Cleaning Legal Tech Google Colab

🎬 Netflix-Prize-Analysis

An advanced machine learning case study focused on Recommender Systems and the critical trap of Data Leakage. Using the historic $1M Netflix Prize dataset to explore how "biased ratings" and "improper validation" can deceive AI performance.

從 100 萬美金的歷史競賽出發，深入探討推薦系統與機器學習最危險的「資料洩漏」陷阱。這份教材帶領學習者從混亂的原始數據中重構邏輯，學會辨識「作弊版」與「真實版」模型的數據真相，培養工程師級別的批判性思維。

Python Random Forest Feature Engineering Data Leakage Kaggle

📚 台灣法律 × AI 課程教材庫 taiwan-law-ai-course

A structured repository of course materials for law professionals learning AI applications. Each session is organized by date and topic, covering GitHub, AI tools, FinTech, and LegalTech — all taught as part of the Taiwan Law Foundation's public welfare education initiative.

依時間與主題分類的 AI 課程教材庫，專為法律人學習 AI 應用設計。涵蓋 GitHub、AI 工具、FinTech 與 LegalTech 等主題，為台灣法律基金會公益教育計畫的一部分。所有課程收益捐贈基金會。

GitHub AI Education LegalTech FinTech Traditional Chinese Public Welfare

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🚀 What I'm Building｜其他開發中的專案

📈 FinTech & Investment Analysis｜金融科技與投資分析

• daily_stock_analysis — LLM-powered analysis system for A/H/US markets: multi-source data + real-time news + LLM decision dashboard.

LLM 驅動的 A/H/美股智能分析師：多數據源 + 實時新聞 + LLM 決策儀表盤。

• yolo-stock-pattern-tutorial — YOLOv8 stock chart pattern recognition with hands-on Colab notebooks.

YOLOv8 股票圖形辨識教材，附 Colab 實作教學，可以辨識頭肩底、頭肩頂、M頭、W底。

• dark-indicator-api — Custom technical indicator API for advanced market analysis.

自製技術指標 API，提供進階市場分析。

🤖 AI Agents & LLM Applications｜AI Agent 與 LLM 應用

• openclaw 🦞 — Personal AI assistant, any OS, any platform. The lobster way.

跨作業系統、跨平台運作的個人 AI 助理——小龍蝦之道。

• autoresearch — AI agents running automated research on single-GPU nanochat training pipelines.

AI Agent 自動執行單卡 nanochat 訓練研究流程。

⚖️ Legal AI｜法律 AI

• legal-thesis-topic — AI-assisted thesis topic finder for law students. SKILL + Prompt + Web three versions.

法律系碩士論文題目尋找助教，提供 Claude SKILL 版、跨平台 Prompt 版與互動網頁版。

• legal-thesis-outline — AI-assisted thesis outline reviewer for law students. SKILL + Prompt dual versions.

法律系碩士論文大綱審查工具，提供 Claude SKILL 版與跨平台 Prompt 版。

• ai-legal-assistant — AI assistant designed for end-to-end legal workflows.

專為端到端法律工作流程設計的 AI 助理。

• legalmind-ai — AI-powered legal judgment analysis and document generation tool.

AI 驅動的法院判決分析與書狀生成工具。

• taiwan-law-ai-course — Structured AI course materials for legal professionals, organized by date and topic.

依時間與主題分類的法律人 AI 課程教材庫，含投影片與操作講義。

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🦞 MiniClaw — The Vision Behind These Tools｜小龍蝦：背後的整體願景

Many of my open-source projects are spin-offs from MiniClaw 小龍蝦, a solo-developed Telegram-based AI assistant integrating 70+ tools across 15 categories — covering ML trend analysis, financial fraud detection (RUSBoost / JAR2020), TSMC earnings call signal backtesting, time-series forecasting (TimesFM 2.5, Prophet, Chronos-Bolt), legal research, smart home, and more. It's evolving into a comprehensive AI co-pilot for securities investment.

我的多數開源專案，其實都來自 MiniClaw 小龍蝦——一個我獨自開發、整合 70+ 個工具、橫跨 15 個類別的 Telegram AI 助理，涵蓋機器學習趨勢分析、財報舞弊偵測（RUSBoost / JAR2020）、台積電法說會訊號回測、時序預測（TimesFM 2.5、Prophet、Chronos-Bolt）、法律研究、智慧家電等領域，並正逐步演化為全方面證券投資 AI 助理。

🚧 Public release on the roadmap.｜公開版本已在規劃中。

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🎓 Education & Outreach｜教學與推廣

I develop Jupyter Notebook–based course materials for legal practitioners adopting LLMs. All course revenue is directed to the Taiwan Law Foundation to fund cross-disciplinary talent development in law and technology.

我開發以 Jupyter Notebook 為基礎的課程教材，協助法律實務工作者導入 LLM。所有課程收益均捐贈台灣法律基金會，用於推動法律與科技的跨域人才培育。

🚀 2026 Milestone: "Knowledge Flow Journey" (知識流動之旅)
Planning 188 public welfare AI classes for students and legal professionals to bridge the digital divide.
預計於 2026 年舉辦 188 場公益 AI 課程，推動科技素養普及化。

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🛠 Tech Stack｜技術棧

Languages｜主力語言
Python (primary) ｜ SQL ｜ JavaScript / TypeScript

AI / ML
OpenAI GPT-4o ｜ Gemini ｜ Whisper ｜ YOLOv8 ｜ TensorFlow/Keras ｜ TimesFM ｜ Prophet ｜ Scikit-learn (RUSBoost) ｜ Prompt Engineering

Backend & Data｜後端與資料處理
Flask ｜ FastAPI ｜ Pandas ｜ DuckDB ｜ yfinance ｜ FinMind ｜ python-telegram-bot

Automation & Infra｜自動化與基礎設施
Playwright ｜ Home Assistant ｜ n8n (Zeabur) ｜ Docker ｜ Git ｜ CI/CD

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📫 Connect with Me｜聯絡方式

• 📧 Email: [[email protected]](mailto:[email protected])
• 🌐 Facebook: facebook.com/mjib007
• 🏛 Affiliation｜所屬機構: Taiwan Law Foundation｜台灣法律基金會

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> *"The future of law is written half in judgments, and half in code."*
> *「法律的未來，一半寫在判決裡，另一半寫在程式碼中。」*

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