Huajiao Technology

Jul 17, 2026 · Operations

Layering QA Skills Before AI Automation: Lessons from the Agent Era

As AI accelerates code generation, testing pressure shifts to validation, prompting a restructured QA workflow that isolates repeatable steps into layered, callable Skills while retaining human judgment for high‑risk decisions, illustrated through six concrete skill categories.