Huawei Cloud Developer Alliance

Feb 27, 2026 · Artificial Intelligence

Why AI Coding Tools Struggle with Enterprise-Scale Software—and How Huawei’s CodeArts Bridges the Gap

The article explains that while AI‑assisted programming excels at small scripts, it faces three fundamental engineering challenges—code‑scale semantic gaps, long‑term maintainability, and high fault costs—in enterprise Java projects, and describes how Huawei Cloud CodeArts tackles these issues with a five‑layer “foundation” architecture.