A Governance Methodology Layer for AI-Assisted Software Development: Defect Taxonomy, Controlled Ablation, and Process-Over-Capability Evidence
Autonomous coding agents produce output that passes syntactic checks — compilation, type safety, CI — at high velocity. Yet syntactic correctness does not imply semantic correctness: design boundaries, security invariants, and maintainability contracts remain structurally invisible to automated pipelines. This paper ma...