AI Large Model Application Practice

Sep 20, 2026 · R&D Management

AI Coding 5x Faster, Delivery Only 10% Quicker: The Enterprise Engineering Time Lag

The article analyzes why faster AI coding doesn't proportionally accelerate enterprise software delivery, identifying bottlenecks in requirements, context engineering, verification, and CI/CD, and proposes layered testing, knowledge management, and human-in-the-loop processes to align the entire pipeline with AI speed.