Chengwu Tech Stack

Jul 29, 2026 · R&D Management

AI Development Pipeline: Not End-to-End Automation, But Governed Delivery

The article argues that AI development pipelines should not automate everything from requirement to production, but instead establish a governed delivery system with eight stages—requirement specification, task decomposition, parallel development, automated verification, code review, integration testing, pre-release acceptance, and production release—where quality gates and human decisions ensure reliability over speed.