Agents
Governance for teams building with AI agents: adversarial blue/red-team review before implementation, a hard cost circuit breaker, a quality-gate engine that blocks promotion on any failing gate, and an evidence-based learning state machine that stops agents self-certifying unverified improvements. --- 給AI agent開發團隊的治理系統：實作前對抗式藍軍/紅軍審查、硬性成本斷路器、任何關卡沒過就不准晉級的品質閘門引擎、防止agent自己宣稱驗證通過的證據為本學習狀態機。中英文版本皆完整獨立撰寫。
Production-tested React Three Fiber recipes for organic liquid-distortion shaders, breathing 3D geometry, soft particle fields, and bloom post-processing on flagship marketing pages -- includes a documented React-18 reconciler bug workaround and a real case study on when to abandon WebGL for lighter pure-CSS animation instead. --- 經production驗證的React Three Fiber實作食譜：液態扭曲shader、呼吸感3D幾何、柔霧粒子場、Bloom後製光暈，適用於行銷旗艦頁。內含真實踩過的React 18 reconciler相容性bug解法，以及一則「什麼時候該直接放棄WebGL改用純CSS」的完整實戰案例。中英文版本皆完整獨立撰寫。
Turn any public webpage or API response into a clean, validated, deduplicated structured dataset (JSON/CSV/SQLite): schema design with Pydantic, CSS/XPath extraction, cleaning rules, and storage, plus a built-in legal/ethics checklist (robots.txt, ToS, rate limiting). --- 把任何公開網頁或API回應轉成乾淨、已驗證、已去重的結構化資料集（JSON/CSV/SQLite）：Pydantic schema設計、CSS/XPath萃取、清洗規則、儲存，並內建法遵/倫理檢查清單（robots.txt、服務條款、速率限制）。中英文版本皆完整獨立撰寫。
市面少見的直銷/MLM內容合規短影音腳本生成器：用痛點導向5段式框架（症狀→戳破迷思→真相→具體行動→金句+CTA）把任何主題轉成10-15秒或30秒短影音腳本，並自動攔截「單日賺X萬」這類絕對金額收入承諾，避免廣告不實/誇大招募的合規風險。內建故事型腳本口語真實感檢查，避免公式化開頭與書面語。中文版與英文版各自獨立設計口語填充詞與範例，不是互相翻譯。