How to Evaluate AI Projects: The Step Most Teams Skip

After adopting AI, your boss asks about the results—and you can’t give a straight answer. It’s not because AI doesn’t work. It’s because no one defined what ‘success’ looks like from the start. This article provides a practical acceptance framework: four metrics you can start tracking today, and how to establish a baseline when you have no historical data.

Goodbye, Hypothesis-Driven Development! Hello, Continuously Evolving Intelligence: The New Future of DevOps, PM, and AI

🌏 閱讀中文版本 By: rajatim Abstract: We celebrate “agile” and “failing fast,” but we seldom talk about the cost of failure. This article explores an ongoing paradigm shift in product development: moving from “Hypothesis-Driven Development” to a “Continuously Evolving Intelligence” formed by the synergy of DevOps, PM, and AI. This is not just a process optimization; … Read more

告別猜測式流程,迎接智能驅動:DevOps × PM × AI 共同打造的持續進化智慧

本文探討一個產品開發的範式轉移:從被動驗證假說,演進為由 DevOps、PM 與 AI 構成的「持續進化智慧」體。文章將闡述這個新範式如何重塑技術人員的價值,並提供一個可執行的架構藍圖,將團隊從功能實現者,升級為自我進化系統的建築師。