AI Coding Adoption Shifts the Bottleneck to Review

Recent reporting frames the main constraint as verification and integration rather than code generation, with duplication, rereading, superficial approval, and unclear accountability increasing as output rises. OpenAI's internal-use report is a notable adoption signal, while frameworks emphasizing Verification Tax, Production-Qualified Change, bounded autonomy, and cost per verified result still need independent production validation.