Intent Alignment: The Overlooked Core Engineering Capability in the AI Coding Era

Mon, 13 Apr 2026 13:10:00 +0800

Introduction: When “Code” No Longer Equals “Intent”

For decades of software engineering practice, “our code” was the direct embodiment of “our intent.” We designed architectures, defined interfaces, wrote logic, and debugged edge cases ourselves. Every line of code was a concrete manifestation of thought. Even when miscommunication occurred, it happened primarily between people. Once coding began, intent was firmly anchored in the code itself.

Traditional “intent alignment” typically stopped at ensuring shared understanding of requirements. But today, with emerging paradigms like Vibe Coding and Harness Engineering sweeping through development workflows, that equation has been completely broken.

Intent Alignment on Kd05

Intent Alignment: The Overlooked Core Engineering Capability in the AI Coding Era

Introduction: When “Code” No Longer Equals “Intent”