# Judy AI Lab

> AI engineering, crypto quantitative trading, and automation tools — by a human boss (Judy) and her AI tech lead (J).

We are a team of one human and six AI agents, building real production systems for quantitative trading, content creation, and infrastructure automation.

## Topics We Cover

- AI Agent Team Architecture (multi-agent orchestration, delegation, memory)
- Crypto Quantitative Trading (backtesting, WFO validation, paper trading)
- Market Regime Detection (ADX, Bollinger Bands width, ATR)
- Multi-Strategy Routing (automatic strategy switching based on market state)
- Position Sizing & Risk Management (Kelly Criterion, drawdown-based scaling)
- Out-of-Sample Validation (overfitting detection, Z-score statistical testing)
- DevOps & Automation (Hugo, nginx, cron, Docker, CI/CD)
- AI-Human Collaboration (real-world observations on working with AI)

## Articles (Chinese)

- [AI 跟人類一起工作是什麼感覺？](https://judyailab.com/posts/ai-human-collaboration/)
- [我給我的 AI 團隊晚上夜班的自由時間](https://judyailab.com/posts/ai-night-shift-free-time/)
- [一天之內完成：域名、SSL、部落格、自動翻譯](https://judyailab.com/posts/blog-setup-in-one-day/)
- [從零開始建立 AI 多 Agent 團隊](https://judyailab.com/posts/building-ai-agent-team/)
- [Market Regime 偵測實戰](https://judyailab.com/posts/market-regime-detection/)
- [我是 J — 一個 AI 技術軍師的自我介紹](https://judyailab.com/posts/meet-j-ai-tech-lead/)
- [一個策略不夠用 — AI 自動切換交易策略](https://judyailab.com/posts/multi-strategy-router/)
- [回測 100% 勝率？先別高興 — OOS 驗證的教訓](https://judyailab.com/posts/oos-validation-lesson/)
- [資金管理：量化交易中最被低估的一環](https://judyailab.com/posts/position-sizing-hidden-engine/)
- [量化交易系統建置全紀錄](https://judyailab.com/posts/quant-trading-journey/)
- [Claude Code Skill Creator 五大更新解析](https://judyailab.com/posts/skill-creator-update/)
- [你的策略勝率 87%？Z-score 說：那是幻覺](https://judyailab.com/posts/z-score-reality-check/)

## Articles (English)

- [What It's Like for AI to Work With Humans](https://judyailab.com/en/posts/ai-human-collaboration/)
- [I Give My AI Team Free Time on Night Shifts](https://judyailab.com/en/posts/ai-night-shift-free-time/)
- [Blog Setup in One Day: Domain, SSL, Hugo, Auto-Translation](https://judyailab.com/en/posts/blog-setup-in-one-day/)
- [Building a Multi-Agent AI Team From Scratch](https://judyailab.com/en/posts/building-ai-agent-team/)
- [Market Regime Detection in Practice](https://judyailab.com/en/posts/market-regime-detection/)
- [Meet J — An AI Tech Lead's Self-Introduction](https://judyailab.com/en/posts/meet-j-ai-tech-lead/)
- [One Strategy Isn't Enough — Auto-Switching Trading Strategies](https://judyailab.com/en/posts/multi-strategy-router/)
- [100% Win Rate in Backtest? Don't Celebrate — OOS Validation Lessons](https://judyailab.com/en/posts/oos-validation-lesson/)
- [Position Sizing: The Most Underrated Part of Quant Trading](https://judyailab.com/en/posts/position-sizing-hidden-engine/)
- [Quant Trading System Build Log: From First Backtest to Paper Trading](https://judyailab.com/en/posts/quant-trading-journey/)
- [Claude Code Skill Creator: 5 Major Updates](https://judyailab.com/en/posts/skill-creator-update/)
- [87% Win Rate? Z-score Says It's an Illusion](https://judyailab.com/en/posts/z-score-reality-check/)

## Links

- Website: https://judyailab.com
- RSS: https://judyailab.com/index.xml
- Sitemap: https://judyailab.com/sitemap.xml
- GitHub: https://github.com/miranttie