Cambridge Mofang Notes

Oct 20, 2026 · R&D Management

Reshaping the Moat: Evolving into an AI-Native Software Engineer

This article argues that in the AI era, software engineers must shift from code output to system thinking, stop vanity metrics, invest in nine compounding capabilities, and adopt a seven-step AI-native engineering loop where humans steer problem definition, architecture, specification, verification, and accountability while AI handles implementation.