Three Laws Still Shape the Work

No Free Lunch says performance on one problem class trades against performance elsewhere. No Silver Bullet says requirements, conformity, change, and invisible relationships create essential software complexity. Brooks’s Law says adding people to a late project can increase delay through communication and integration.

AI accelerates search, drafting, boilerplate, translation, and pattern application. Every generated component still enters a particular domain, architecture, team, and lifecycle.

Use AI as an Engineering Force Multiplier

Strong teams assign AI tasks that match its strengths, inspect the result against real constraints, and preserve ownership of interfaces, data, security, testing, deployment, and maintenance.

Leaders can measure total system throughput rather than generated lines. The opportunity lies in combining machine speed with human judgment, not pretending that one tool dissolves the work.