Review capacity is the new constraint
When code generation accelerates, the constraint moves downstream: review, testing, and release confidence. Organizations that pair AI-assisted development with stronger automated verification ship faster; those that do not simply accumulate unreviewed risk at a higher rate.
Tests are the specification now
When a machine writes the implementation, the tests become the primary artifact humans must get right — they are the executable statement of intent. Investing in test design, contract tests at service boundaries, and mutation testing to validate the tests themselves is no longer optional rigor; it is the control system.
Make the pipeline the gatekeeper
Human judgment should concentrate where it is irreplaceable: architecture, security-sensitive paths, and business logic edge cases. Everything else — style, regression, performance budgets, dependency risk — belongs to an automated pipeline strict enough that passing it means something.