Why Top Engineers Should Shift from Writing Code to Building Pipelines in the AI Coding Era
The article analyzes how AI coding dramatically boosts individual output but fails to improve organizational delivery, exposing hidden communication bottlenecks and proposing an AI‑Native redesign—three core design principles, a multi‑layered Harness system, and AI Agents—to transform engineering teams into high‑throughput, low‑friction production pipelines.
