AI-assisted teams cannot rely on the diff alone anymore. As code gets cheaper to produce, every pull request needs explicit proof that the change is …
Weekly AI ROI claims are usually theater. Engineering productivity is a leading indicator. Measure AI as a delivery-system change.
AI made implementation cheaper, but it increased the management load everywhere downstream: review, predictability, flow, and developer experience.