Chengwu Tech Stack

Aug 7, 2026 · R&D Management

Beyond 'Tests Passed': A Four-Layer Acceptance Framework for AI-Generated Code

This article argues that AI-generated code passing tests is insufficient for delivery, proposing a four-layer acceptance framework—functional, regression, risk, and business verification—backed by a six-part evidence chain and risk-based quality gates to ensure reliable, auditable software releases.