AI-Assisted Development

• "All Tests Pass" Doesn't Mean "Requirements Are Met" — Why AI-Assisted Development Is Often Suspiciously Green

  When AI-assisted long tasks end with all-green CI but still ship bugs, the problem isn't AI laziness — it's that engineering signals were never designed to detect silent passes. This piece dissects the "green but wrong" anti-pattern: five forms, five mechanisms, and nine structural countermeasures.

  Apr 27, 2026 - 11 minute read - AI-Assisted Development Testing Software Engineering Anti-Pattern Engineering Practice
• Frontend-Driven Development in the Vibe Coding Era

  In the age of AI-assisted development, frontend-driven development is replacing traditional backend-driven and API-driven approaches. This article explores the philosophy of design-is-implementation, implementation-is-delivery, and why frontend-driven is the optimal choice in the Vibe Coding era.

  Mar 9, 2026 - 8 minute read - Vibe Coding Frontend Development Software Engineering AI-Assisted Development