Tencent Cloud Developer

Oct 29, 2026 · R&D Management

Code in Seconds, Verification in Queue: The Hidden Cost of AI Coding

The article analyzes why AI-assisted coding accelerates code generation but fails to proportionally improve delivery efficiency, using information theory to explain bottlenecks in requirement clarification, verification capacity, and code rot, and proposes organizational and platform changes to convert coding speed into reliable delivery.