"let AI handle low-stakes work, humans handle critical work" isn't always an accurate mental model for framing suitability or ROI of coding tasks from non-engineers.
- Contributor comprehension
- Explains why; reasons about call sites and completeness; owns mistakes
- Organizational capture
- Corrections become ADRs / agent rules / reusable components
- Process & scope discipline
- Handed off as a described PR whose claim matches the diff; assumptions validated; re-implementations re-check inherited scope